Model-DID Regressions - V01
Mike Wise
29 April 2017
Data pre-processed and analyzied from chat logs and web logs by Marcus Collins.
Analysis based on R-Scripts from Jacob LaRiviere.
R-Markdown and plots from Mike Wise.
Initialization of libraries
library(tidyverse,quietly=T,warn.conflicts=F)
library(lubridate,quietly=T,warn.conflicts=F)
library(scales,quietly=T,warn.conflicts=F)
library(zoo,quietly=T,warn.conflicts=F)
library(lmtest,quietly=T,warn.conflicts=F)
library(sandwich,quietly=T,warn.conflicts=F)
library(gridExtra,quietly=T,warn.conflicts = F)
library(knitr,quietly=T,warn.conflicts = F)Set random seeds, record start time and version.
set.seed(1234)
version <-0.3
versionstring <- sprintf("Version %.1f",version)
starttime <- Sys.time()
startfmttime <- sprintf(format(starttime, "%d %b %Y - %H:%M:%S"))
print(sprintf("%s created on %s",versionstring,startfmttime))## [1] "Version 0.3 created on 29 Apr 2017 - 17:28:12"Various constants
tztz <- "UTC" # Apparently all of our time zones are UTC...
s2date <- function(strdate){
return(as.POSIXct(strdate,tz=tztz))
}
firstday <- s2date("2015-01-01") # we will count days from the first day in 2015
smcdates <- c("2016-08-17/red/0-30%","2016-09-1/red/30-50%","2016-09-07/red/50-100%")
xbxdates <- c("2016-10-11/purple/0-10%","2016-10-18/purple/10-30%","2016-11-01/purple/30-50%","2016-12-15/purple/50-90%",
"2016-11-17/blue/content change")
totdates <- c(smcdates,xbxdates)
smcback <- "lightsteelblue1"
xbxback <- "darkseagreen2"
xabback <- "darkseagreen3"
totback <- "wheat"
fpath <- "TorontoData"
sdate <- s2date("2016-06-01")
mdate <- s2date("2017-01-01")
edate <- s2date("2017-03-07")
verbose <- 2
justdoone <- T # for testingMisc utility functions
crackdate <- function(datestr){
sar <- unlist(strsplit(datestr,"/"))
sdate <- sar[[1]]
date <- s2date(sdate)
val <- 0
sval <- sar[[3]]
levpart <- sar[[3]]
pctpresent <- F
if (grepl("%",levpart)){
levpart <- gsub("%","",levpart)
val <- as.numeric(unlist(strsplit(levpart,"-"))[[2]])
sval <- gsub("-","_",levpart)
pctpresent <- T
}
return(list(date=date,sdate=sdate,val=val,sval=sval,pctpresent=pctpresent))
}
addStepDateToVek <- function(dates,idx,dtvek,vvek){
cd1 <- crackdate(dates[[idx]])
if (!cd1$pctpresent){
# if there is no % don't do anything
return(vvek)
}
dt1 <- cd1$date
if (idx<length(dates)){
cd2 <- crackdate(dates[[idx+1]])
dt2 <- cd2$date
} else {
dt2 <- max(dtvek)
}
#print("addstepdate")
#print(dt1)
#print(dt2)
val <- cd1$val
tochg <- dt1<=dtvek & dtvek<= dt2
vvek[ tochg ] <- val
#print(sprintf("changed %d values to %d",sum(tochg),val))
return(vvek)
}
getStepDates <- function(dates,dtvek){
vvek <- rep(0,length(dtvek))
for (i in 1:length(dates)){
vvek <- addStepDateToVek(dates,i,dtvek,vvek)
}
return(vvek)
}
getSmcStepDates <- function(dtvek){
return(getStepDates(smcdates,dtvek))
}
getXabStepDates <- function(dtvek){
return(getStepDates(xbxdates,dtvek))
}Plot functions
addVlinesAndText <- function(vlines,gp){
if (is.null(vlines)) return(gp) # do nothing in this case
# split the lines and convert to data.frame
sar <- strsplit(vlines,"/")
# the following reforms the date strings into a data.frame for geom_vline
ldf <- data.frame(t(matrix(unlist(sar),length(sar[[1]]),length(sar)))) #tricky
names(ldf) <- c("dt","clr","lab")
ldf$dt <- s2date(ldf$dt)
ldf$ndt <- as.numeric(ldf$dt)
# add a newline to the front so as to display the text
# this keeps the text from writing on top of the vline
ldf$lab <- paste0("\n",ldf$lab)
# now actually add the verticle lines and the text
gp <- gp + geom_vline(xintercept=ldf$ndt,color=ldf$clr) +
annotate(geom="text",x=ldf$dt,y=0,label=ldf$lab,color=ldf$clr,hjust=0,angle=90,na.rm=T)
return(gp)
}
addBackground <- function(backg,gp){
if (is.null(backg)) return(gp) # do nothing in this case
gp <- gp + theme(panel.background = element_rect(fill = backg))
return(gp)
}
overdate <- function(ovdate,defdate){
# date override
rv <- defdate
if (!is.null(ovdate)) {
rv <- ovdate
}
return(rv)
}
dailyplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,
ovsdate=NULL,ovedate=NULL,rotxaxtxt=0){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_line(aes_string(color=series),na.rm=T) +
xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
if (rotxaxtxt!=0){
gp <- gp + theme(axis.text.x = element_text(angle = rotxaxtxt, hjust = 0))
}
return(gp)
}
residplot <- function(ddf,x,y,mtit="",xlab="date",ylab=NULL,vlines=NULL,backg=NULL,series=NULL,ovsdate=NULL,ovedate=NULL){
# Single series plot with monthly breaks on the x-axis
# override dates if needed
dpsdate <- overdate(ovsdate,sdate)
dpedate <- overdate(ovedate,edate)
brkctrl <- "1 month"
dltdays <- difftime(dpedate,dpsdate,"days")
if (dltdays<30) brkctrl <- "1 day"
gp <- ggplot(ddf,aes_string(x=x,y=y)) +
geom_point(aes_string(color=series),na.rm=T) +
xlab(xlab) + ylab(ylab) + ggtitle(mtit) +
scale_x_datetime("Date",breaks = date_breaks(brkctrl),limits=c(dpsdate,dpedate)) +
theme(axis.text.x = element_text(angle = 30, hjust = 1))
gp <- addVlinesAndText(vlines,gp)
gp <- addBackground(backg,gp)
hp <- ggplot(ddf) + geom_histogram(aes_string(x=y),bins=30)
hp <- addBackground(backg,hp)
ghp <- grid.arrange(gp, hp, ncol=2,widths = c(2,1))
return(ghp)
}Read in consolidated chat, call, and session volume data
stload <- Sys.time()
tfname <- sprintf("%s/%s",fpath,"colsolidatedTorontoData02.csv")
condf <- read.csv(tfname)
minsessfilt <- 5000
nbef <- nrow(condf)
condf <- condf %>% filter(minsessfilt<actsess)
naft <- nrow(condf)
print(sprintf("Filtered %d of %d hours because sessions less than %d",(nbef-naft),naft,minsessfilt))## [1] "Filtered 9 of 5814 hours because sessions less than 5000"condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
mutate( log_winchib = log(winchib) ) %>%
mutate( log_wincall = log(wincall) ) %>%
mutate( log_xbxchib = log(xbxchib) ) %>%
mutate( log_xbxcall = log(xbxcall) ) %>%
mutate( rate_winchib = winchib/actsess ) %>%
mutate( rate_wincall = wincall/actsess ) %>%
mutate( rate_xbxchib = xbxchib/actsess ) %>%
mutate( rate_xtkchib = xtkchib/actsess ) %>%
mutate( rate_xabchib = xabchib/actsess ) %>%
mutate( rate_xbxcall = xbxcall/actsess ) %>%
mutate( rate_xtkcall = xtkcall/actsess ) %>%
mutate( rate_xabcall = xabcall/actsess ) %>%
mutate( xbxchibdiff = xabchib-xtkchib ) %>%
mutate( xbxcalldiff = xabcall-xtkcall ) %>%
mutate( rate_xbxchibdiff = rate_xabchib-rate_xtkchib ) %>%
mutate( rate_xbxcalldiff = rate_xabcall-rate_xtkcall )
# condf <- condf %>% mutate( dt = as.POSIXct(dt,tz=tztz) ) %>%
# mutate( log_winchib = log(winchib) ) %>%
# mutate( log_wincall = log(wincall) ) %>%
# mutate( log_xbxchib = log(xbxchib) ) %>%
# mutate( log_xbxcall = log(xbxcall) ) %>%
# mutate( rate_winchib = winchib/actsess ) %>%
# mutate( rate_wincall = wincall/actsess ) %>%
# mutate( rate_xbxchib = xbxchib/actsess ) %>%
# mutate( rate_xbxcall = xbxcall/actsess )
dcondf <- condf %>% group_by(dnum) %>% summarise(dt=min(dt),
totchib=sum(totchib),winchib=sum(winchib),xbxchib=sum(xbxchib),
totcall=sum(totcall),wincall=sum(wincall),xbxcall=sum(xbxcall),
actsess=sum(actsess),actuser=sum(actuser)
)
elap <- as.numeric((Sys.time()-stload)[1],units="secs")
print(sprintf("Loading consolidated data took %.1f secs",elap))## [1] "Loading consolidated data took 0.2 secs"chats
if (verbose>=2){
pltdf <- dcondf %>% gather(series,chib,-dt) %>% filter(series %in% c("totchib","winchib","xbxchib"))
dailyplot(pltdf,"dt","chib",series="series",mtit="Chats In Block",ylab="Sum",vlines=totdates,backg=totback)
}
# calls
if (verbose>=2){
pltdf <- dcondf %>% gather(series,call,-dt) %>% filter(series %in% c("totcall","wincall","xbxcall"))
dailyplot(pltdf,"dt","call",series="series",mtit="Calls",ylab="Sum",vlines=totdates,backg=totback)
}
# sessions
if (verbose>=2){
pltdf <- dcondf %>% gather(series,active,-dt) %>% filter(series %in% c("actsess","actuser"))
dailyplot(pltdf,"dt","active",series="series",mtit="Sessions",ylab="Sum",vlines=totdates,backg=totback)
}
regression code
results1 <- list()
results2 <- list()
initResults <- function(){
results1 <<- list()
results2 <<- list()
}
addToResults1 <- function(newresults){
results1[[length(results1)+1]] <<- newresults
}
addToResults2 <- function(newresults){
results2[[length(results2)+1]] <<- newresults
}
listtodf <- function(lst){
nr <- length(lst) # rows
if (nr==0) return(NULL)
nvek <- names(lst[[1]])
nc <- length(nvek) # columns
df <- data.frame(idx=1:nr) # preallocate length
for (i in 1:nc){
iname <- nvek[i]
df[[iname]] <- sapply(lst,`[[`,iname)
}
return(df)
}
getResults1 <- function(){
return(listtodf(results1))
}
getResults2 <- function(){
return(listtodf(results2))
}
getregdf <- function(df,vname,discdate,befdays,aftdays,dates){
# filter on time
sregdate <- discdate - days(befdays)
eregdate <- discdate + days(aftdays)
df <- df %>% filter( sregdate <= dt & dt <= eregdate)
df <- df %>% mutate( hour=as.factor(hour(dt)) ) %>%
mutate( dow=as.factor(wday(dt))) %>%
mutate( idx=1:nrow(df) )
# add level variables
cutidx <- which(df$dt==discdate)
df <- df %>% mutate( lin1=if_else(idx<cutidx,idx-cutidx,0L)) %>%
mutate( lin2=if_else(idx<cutidx,0L,idx-cutidx)) %>%
mutate( lin0=1 ) %>%
mutate( postchange=if_else(idx<cutidx,0L,1L) )
df <- df[complete.cases(df),]
return(df)
}
formlist = list(
formel1="%s ~ hour + dow + lin1 + lin2 + postchange",
formel2a="%s ~ hour * dow - 1",
formel2b="%s ~ lin1 + lin2 + postchange",
formel2c="%s ~ D1 + D2 + DD",
formeldid="%s ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW)"
# formel2b="%s ~ lin0 + postchange"
)
doregression <- function(df,vname,formel,chgdate,befdays,aftdays){
df <- getregdf(df,vname,chgdate,befdays,aftdays,dates)
formstr <- sprintf(formlist[[formel]],vname)
form <- as.formula(formstr)
fit <- glm(form,data=df)
summary_fit <- summary(fit)
coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
if (verbose>0){
print(summary_fit)
print(coeftest_fit)
}
df$resid <- resid(fit)
# df$predicted <- df[[vname]]-df$resid
df$predicted <- predict(fit,df)
# for debugging
ffit <<- fit
sfit <<- summary_fit
cfit <<- coeftest_fit
return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}
regress1 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model1"){
crk <- crackdate(chgdate)
idx <- length(results1)+1
htit <- sprintf("%d - Regression for %s %s on %s",idx,vname,model,chgdate)
cat(sprintf("htmlesc<<h2,%s>>\n",htit))
rv <- doregression(df,vname,"formel1",crk$date,befdays,aftdays)
if (verbose>0){
df1 <- rv$df %>% gather_("series",vname,c(vname,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv$formstr)
plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Residuals - %s - %s",idx,mtit1,rv$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv$formstr,
chgCoef.fit=rv$fit$coefficients["postchange"],
chgCoef.smry=rv$sfit$coefficients["postchange",1],
chgStd.smry=rv$sfit$coefficients["postchange",2],
chgTval.smry=rv$sfit$coefficients["postchange",3],
chgPval.smry=rv$sfit$coefficients["postchange",4],
chgZval.cfit=rv2$cfit["postchange","z value"],
chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]
)
addToResults1(newresults)
}
regress2 <- function(df,vname,area,backg,dates,chgdate,mtit1,befdays=7,aftdays=7,model="model2"){
crk <- crackdate(chgdate)
idx <- length(results1)+1
htit <- sprintf("%d - Regression for %s %s on %s",idx,vname,model,chgdate)
cat(sprintf("htmlesc<<h2,%s>>\n",htit))
# step 1
rv1 <- doregression(df,vname,"formel2a",crk$date,befdays,aftdays)
if (verbose>0){
df1 <- rv1$df %>% gather_("series",vname,c(vname,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv1$formstr)
plt <- dailyplot(df1,"dt",vname,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Step 1 Residuals - %s - %s",idx,mtit1,rv1$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv1$formstr,
aic=rv1$fit$aic,
deviance=rv1$fit$dev
)
addToResults1(newresults)
# step 2
df2 <- rv1$df
df2$step1residuals <- rv1$fit$residuals
vname2 <- "step1residuals"
rv2 <- doregression(df2,vname2,"formel2b",crk$date,7,7)
if (verbose>0){
df1 <- rv2$df %>% gather_("series",vname2,c(vname2,"predicted"))
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv2$formstr)
plt <- dailyplot(df1,"dt",vname2,series="series",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
print(plt)
mtit <- sprintf("%d - Step 2 Residuals - %s - %s",idx,mtit1,rv2$formstr)
plt <- residplot(df1,"dt","resid",mtit,ylab="Sum",
vlines=dates,backg=backg,ovsdate=min(df1$dt),ovedate=max(df1$dt))
}
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv2$formstr,
chgCoef.fit=rv2$fit$coefficients["postchange"],
chgCoef.smry=rv2$sfit$coefficients["postchange",1],
chgStd.smry=rv2$sfit$coefficients["postchange",2],
chgTval.smry=rv2$sfit$coefficients["postchange",3],
chgPval.smry=rv2$sfit$coefficients["postchange",4],
chgZval.cfit=rv2$cfit["postchange","z value"],
chgPval.cfit=rv2$cfit["postchange","Pr(>|z|)"]
)
addToResults2(newresults)
}doregressiondid <- function(df,vname,formel,verbosetxt=1){
formstr <- sprintf(formlist[[formel]],vname)
form <- as.formula(formstr)
fit <- glm(form,data=df)
summary_fit <- summary(fit)
coeftest_fit <- coeftest(fit, vcov = vcovHC(fit, "HC1"))
if (verbosetxt>1){
print(summary_fit)
}
if (verbosetxt>0){
print(coeftest_fit)
}
df$resid <- resid(fit)
# df$predicted <- df[[vname]]-df$resid
df$predicted <- predict(fit,df)
# for debugging
ffit <<- fit
sfit <<- summary_fit
cfit <<- coeftest_fit
return(list(df=df,formstr=formstr,fit=fit,sfit=summary_fit,cfit=coeftest_fit))
}
#rdf2 <- getregdfdid(df2,vname,vname2,vname2,dates)
getregdfdid <- function(odf,vname,vname1,vname2,sdate,befdays=7,aftdays=7){
#print(head(odf))
print(vname1)
print(vname2)
odf$DOW <- wday(odf$dt)
odf$HOD <- hour(odf$dt)
df <- odf[c("dt","HOD","DOW",vname1,vname2)]
df <- df %>% gather(series,vname,c(-dt,-HOD,-DOW))
df[vname] <- df$vname
df$vname <- NULL
print(sdate)
crk <- crackdate(sdate)
sregdate <- crk$date - days(befdays)
eregdate <- crk$date + days(aftdays)
print(sprintf("getregdfdid - sdate:%s sregdate:%s eregdate:%s",
sdate,sregdate,eregdate))
df <- df %>% filter( sregdate<=dt & dt<= eregdate )
scutidx <- which(df$dt==crk$date)
print(crk$sdate)
print(scutidx)
print(sprintf("scutidx:%d",scutidx))
df <- df %>% mutate( D1 = ifelse(series==vname2,1L,0L) ) %>%
mutate( idx = 1:nrow(df) ) %>%
mutate( D2 = ifelse(dt>crk$date,1L,0L) ) %>%
mutate( DD = D1*D2 )
# git rid of columns no longer needed
#df$series <- NULL
#df$idx <- NULL
print(summary(df))
return(df)
}
idx <- 0
regressdid <- function(df,vname,vname_ctr,vname_trt,dates,chgdate,
area,backg,mtit1,befdays=7,aftdays=7,model="model-did"){
idx <<- idx+1
rdf <- getregdfdid(df,vname,vname_ctr,vname_trt,chgdate,befdays,aftdays)
rv <- doregressiondid(rdf,vname,"formeldid")
rrv <<- rv
if (verbose>0){
# df1 <- rv$df %>% gather_("series",vname,c(vname,"predicted"))
# build plot dataframe
pdf <- rv$df[c("dt","series",vname,"predicted")]
pdf <- gather(pdf,nseries,value,-dt,-series)
pdf$series <- paste(pdf$series,pdf$nseries,sep="-")
pdf[vname] <- pdf$value
mtit <- sprintf("%d - %s - %s",idx,mtit1,rv$formstr)
plt <- dailyplot(pdf,"dt",vname,series="series",mtit,ylab="Sum",
vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt),rotxaxtxt=-30)
suppressWarnings(print(plt))
mtit <- sprintf("%d - DID Residuals - %s - %s",idx,mtit1,rv$formstr)
plt <- residplot(rv$df,"dt","resid",mtit,ylab="Sum",
vlines=chgdate,backg=backg,ovsdate=min(rv$df$dt),ovedate=max(rv$df$dt))
}
crk <- crackdate(chgdate)
newresults <- list(var=vname,
title=mtit1,
chgDate=crk$sdate,
chgVal=crk$sval,
model=model,
formula=rv$formstr,
chgCoef.fit=rv$fit$coefficients["DD"],
chgCoef.smry=rv$sfit$coefficients["DD",1],
chgStd.smry=rv$sfit$coefficients["DD",2],
chgTval.smry=rv$sfit$coefficients["DD",3],
chgPval.smry=rv$sfit$coefficients["DD",4],
chgZval.cfit=rv$cfit["DD","z value"],
chgPval.cfit=rv$cfit["DD","Pr(>|z|)"]
)
addToResults1(newresults)
}
regressoverdatesdid <- function(model,df,vname,vname_ctr,vname_trt,area,title,befdays=7,aftdays=7){
dates <- xbxdates
backg <- xbxback
atit <- sprintf("%s - %s",area,title)
for (chgdate in dates){
switch(model,
"model-did"=regressdid(condf,vname,vname_ctr,vname_trt,dates,chgdate,
area,backg,atit,befdays=befdays,aftdays=aftdays)
)
}
}initResults()
justdoone <- F # for testing
verbose <- 2
# we just want DID with Xbox
m <- "model-did"
if (justdoone){
regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
} else {
regressoverdatesdid(m,condf,"chats","xtkchib","xabchib","Xbox","Hourly Chats")
regressoverdatesdid(m,condf,"log_chatss","xtkchib","xabchib","Xbox","log(Hourly Chats)")
regressoverdatesdid(m,condf,"rate_chats","xtkchib","xabchib","Xbox","Hourly Chat Rate per Session")
regressoverdatesdid(m,condf,"calls","xtkcall","xabcall","Xbox","Hourly Calls")
regressoverdatesdid(m,condf,"log_calls","xtkcall","xabcall","Xbox","log(Hourly Calls)")
regressoverdatesdid(m,condf,"rate_calls","xtkcall","xabcall","Xbox","Hourly Call Rate per Session")
}## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series chats D1 idx
## Length:654 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 53.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 96.0 Median :0.5 Median :327.5
## Mean :113.9 Mean :0.5 Mean :327.5
## 3rd Qu.:161.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :360.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 245.91662 10.38747 23.6744 < 2.2e-16 ***
## D1 -86.52830 3.76201 -23.0005 < 2.2e-16 ***
## D2 -8.87711 3.94792 -2.2486 0.0245407 *
## DD -1.09075 5.21039 -0.2093 0.8341826
## as.factor(HOD)1 -3.29905 14.11711 -0.2337 0.8152246
## as.factor(HOD)2 -33.33476 11.66459 -2.8578 0.0042662 **
## as.factor(HOD)3 -57.62047 11.13471 -5.1749 2.281e-07 ***
## as.factor(HOD)4 -77.83476 10.56861 -7.3647 1.775e-13 ***
## as.factor(HOD)5 -102.04905 10.25826 -9.9480 < 2.2e-16 ***
## as.factor(HOD)6 -125.15619 10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7 -145.69190 11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8 -158.76749 11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9 -157.42134 11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903 11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057 11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905 10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333 10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290 10.50178 -9.6158 < 2.2e-16 ***
## as.factor(HOD)15 -77.85790 10.75975 -7.2360 4.620e-13 ***
## as.factor(HOD)16 -65.08476 10.52445 -6.1842 6.244e-10 ***
## as.factor(HOD)17 -58.58476 10.62405 -5.5144 3.501e-08 ***
## as.factor(HOD)18 -44.29905 10.59275 -4.1820 2.889e-05 ***
## as.factor(HOD)19 -46.22762 10.55418 -4.3800 1.187e-05 ***
## as.factor(HOD)20 -37.84442 11.36384 -3.3302 0.0008677 ***
## as.factor(HOD)21 -13.61365 11.65122 -1.1684 0.2426328
## as.factor(HOD)22 0.34381 11.42357 0.0301 0.9759900
## as.factor(HOD)23 -14.04905 13.09406 -1.0729 0.2833014
## as.factor(DOW)2 -11.15550 4.79976 -2.3242 0.0201158 *
## as.factor(DOW)3 -12.83911 4.77191 -2.6906 0.0071332 **
## as.factor(DOW)4 -8.97842 5.26881 -1.7041 0.0883680 .
## as.factor(DOW)5 -8.66592 4.88870 -1.7726 0.0762880 .
## as.factor(DOW)6 -14.44323 4.84195 -2.9829 0.0028549 **
## as.factor(DOW)7 8.08696 5.41016 1.4948 0.1349738
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series chats D1 idx
## Length:670 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 89.0 Median :0.5 Median :335.5
## Mean :107.5 Mean :0.5 Mean :335.5
## 3rd Qu.:147.8 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :347.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 246.9763 10.1460 24.3421 < 2.2e-16 ***
## D1 -87.8698 3.5484 -24.7631 < 2.2e-16 ***
## D2 -7.8322 3.5690 -2.1945 0.0282011 *
## DD 13.0505 4.7448 2.7505 0.0059506 **
## as.factor(HOD)1 -4.2558 12.5449 -0.3392 0.7344224
## as.factor(HOD)2 -32.1844 11.1180 -2.8948 0.0037940 **
## as.factor(HOD)3 -62.1844 10.2852 -6.0460 1.485e-09 ***
## as.factor(HOD)4 -78.2201 9.3385 -8.3761 < 2.2e-16 ***
## as.factor(HOD)5 -100.5058 9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6 -124.7558 9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7 -142.9701 10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8 -157.6487 10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9 -155.5416 10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487 10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701 10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844 10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701 10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14 -98.2916 10.0045 -9.8247 < 2.2e-16 ***
## as.factor(HOD)15 -79.0773 10.1641 -7.7801 7.249e-15 ***
## as.factor(HOD)16 -68.3987 9.9984 -6.8410 7.867e-12 ***
## as.factor(HOD)17 -63.5773 9.7816 -6.4997 8.048e-11 ***
## as.factor(HOD)18 -51.1487 10.2045 -5.0124 5.377e-07 ***
## as.factor(HOD)19 -42.9701 10.2243 -4.2027 2.637e-05 ***
## as.factor(HOD)20 -41.6130 10.7573 -3.8683 0.0001096 ***
## as.factor(HOD)21 -13.3360 11.3945 -1.1704 0.2418458
## as.factor(HOD)22 -8.0667 11.0279 -0.7315 0.4644842
## as.factor(HOD)23 -22.7916 11.4893 -1.9837 0.0472878 *
## as.factor(DOW)2 -19.3437 4.5005 -4.2981 1.723e-05 ***
## as.factor(DOW)3 -16.6233 4.6451 -3.5786 0.0003454 ***
## as.factor(DOW)4 -25.9375 4.5395 -5.7137 1.106e-08 ***
## as.factor(DOW)5 -29.4479 4.3994 -6.6936 2.178e-11 ***
## as.factor(DOW)6 -21.0203 4.3372 -4.8465 1.257e-06 ***
## as.factor(DOW)7 3.9479 5.0532 0.7813 0.4346391
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series chats D1 idx
## Length:674 Min. : 1.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 49.25 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 87.00 Median :0.5 Median :337.5
## Mean :106.29 Mean :0.5 Mean :337.5
## 3rd Qu.:142.75 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :377.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 216.6104 9.9924 21.6774 < 2.2e-16 ***
## D1 -69.1479 3.1174 -22.1812 < 2.2e-16 ***
## D2 22.6297 4.2429 5.3336 9.629e-08 ***
## DD -12.6021 5.1258 -2.4585 0.0139504 *
## as.factor(HOD)1 -8.2700 12.0031 -0.6890 0.4908293
## as.factor(HOD)2 -35.2343 10.3793 -3.3947 0.0006871 ***
## as.factor(HOD)3 -55.5915 10.9721 -5.0666 4.050e-07 ***
## as.factor(HOD)4 -69.1629 9.9595 -6.9444 3.801e-12 ***
## as.factor(HOD)5 -90.8772 9.6884 -9.3800 < 2.2e-16 ***
## as.factor(HOD)6 -114.7343 10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7 -137.5915 11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8 -146.2343 10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9 -148.2700 10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486 10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415 10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415 9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558 9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14 -94.6272 9.8029 -9.6530 < 2.2e-16 ***
## as.factor(HOD)15 -78.5915 10.6607 -7.3721 1.680e-13 ***
## as.factor(HOD)16 -66.5558 10.3692 -6.4186 1.375e-10 ***
## as.factor(HOD)17 -57.3058 10.3309 -5.5470 2.906e-08 ***
## as.factor(HOD)18 -46.2343 10.5711 -4.3736 1.222e-05 ***
## as.factor(HOD)19 -32.0558 10.1686 -3.1524 0.0016191 **
## as.factor(HOD)20 -26.4843 10.2927 -2.5731 0.0100789 *
## as.factor(HOD)21 -8.9129 11.4211 -0.7804 0.4351619
## as.factor(HOD)22 -1.3058 12.2006 -0.1070 0.9147693
## as.factor(HOD)23 1.1585 11.6792 0.0992 0.9209832
## as.factor(DOW)2 -22.3750 4.7282 -4.7322 2.221e-06 ***
## as.factor(DOW)3 -9.8171 5.3105 -1.8486 0.0645154 .
## as.factor(DOW)4 -18.9896 4.6692 -4.0670 4.762e-05 ***
## as.factor(DOW)5 -22.4167 4.5780 -4.8966 9.751e-07 ***
## as.factor(DOW)6 -12.9896 4.7451 -2.7374 0.0061918 **
## as.factor(DOW)7 11.3229 6.0284 1.8783 0.0603444 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series chats D1 idx
## Length:674 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 50.0 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 86.0 Median :0.5 Median :337.5
## Mean :108.7 Mean :0.5 Mean :337.5
## 3rd Qu.:156.0 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :378.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 223.03603 8.78435 25.3902 < 2.2e-16 ***
## D1 -77.86391 3.24060 -24.0277 < 2.2e-16 ***
## D2 23.59447 4.18814 5.6336 1.764e-08 ***
## DD -14.84443 5.15541 -2.8794 0.0039845 **
## as.factor(HOD)1 -1.46866 12.52415 -0.1173 0.9066488
## as.factor(HOD)2 -16.43295 9.70620 -1.6930 0.0904485 .
## as.factor(HOD)3 -27.14724 10.09901 -2.6881 0.0071858 **
## as.factor(HOD)4 -50.68295 8.92235 -5.6804 1.343e-08 ***
## as.factor(HOD)5 -60.32581 8.22729 -7.3324 2.261e-13 ***
## as.factor(HOD)6 -83.14724 9.13623 -9.1008 < 2.2e-16 ***
## as.factor(HOD)7 -112.71866 9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8 -131.04009 9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9 -143.25438 10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152 10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724 10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438 10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724 9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152 9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15 -82.00438 8.94522 -9.1674 < 2.2e-16 ***
## as.factor(HOD)16 -64.82581 9.85671 -6.5768 4.806e-11 ***
## as.factor(HOD)17 -54.14724 8.59025 -6.3033 2.913e-10 ***
## as.factor(HOD)18 -42.57581 8.98862 -4.7366 2.173e-06 ***
## as.factor(HOD)19 -35.86152 9.46885 -3.7873 0.0001523 ***
## as.factor(HOD)20 -20.50438 8.83695 -2.3203 0.0203246 *
## as.factor(HOD)21 -7.32581 10.82451 -0.6768 0.4985457
## as.factor(HOD)22 4.56705 11.88405 0.3843 0.7007555
## as.factor(HOD)23 -0.64724 11.06339 -0.0585 0.9533483
## as.factor(DOW)2 -19.27083 4.92744 -3.9109 9.195e-05 ***
## as.factor(DOW)3 -16.90625 4.52565 -3.7357 0.0001872 ***
## as.factor(DOW)4 -15.09375 4.61762 -3.2687 0.0010803 **
## as.factor(DOW)5 -38.16539 4.41426 -8.6459 < 2.2e-16 ***
## as.factor(DOW)6 -36.47917 5.06691 -7.1995 6.044e-13 ***
## as.factor(DOW)7 2.36458 5.51165 0.4290 0.6679118
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series chats D1 idx
## Length:628 Min. : 2.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 95.0 Median :0.5 Median :314.5
## Mean :113.3 Mean :0.5 Mean :314.5
## 3rd Qu.:159.2 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :357.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 254.0885 10.3579 24.5309 < 2.2e-16 ***
## D1 -87.3836 4.3159 -20.2468 < 2.2e-16 ***
## D2 2.3075 4.6719 0.4939 0.6213658
## DD 5.6336 5.5555 1.0140 0.3105597
## as.factor(HOD)1 6.0896 11.8609 0.5134 0.6076574
## as.factor(HOD)2 -15.2950 10.8457 -1.4102 0.1584690
## as.factor(HOD)3 -36.6027 9.8609 -3.7119 0.0002057 ***
## as.factor(HOD)4 -65.9104 10.0611 -6.5510 5.716e-11 ***
## as.factor(HOD)5 -79.1027 10.8323 -7.3025 2.826e-13 ***
## as.factor(HOD)6 -110.4104 9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7 -131.5258 9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8 -140.1412 9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9 -150.9489 10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258 10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642 10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181 9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258 9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027 9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15 -87.6027 9.0296 -9.7018 < 2.2e-16 ***
## as.factor(HOD)16 -69.3737 9.7299 -7.1300 1.004e-12 ***
## as.factor(HOD)17 -51.1927 9.6459 -5.3072 1.113e-07 ***
## as.factor(HOD)18 -49.4619 9.1389 -5.4123 6.223e-08 ***
## as.factor(HOD)19 -41.5773 10.1152 -4.1104 3.950e-05 ***
## as.factor(HOD)20 -26.5773 10.6987 -2.4842 0.0129858 *
## as.factor(HOD)21 -14.3465 10.5477 -1.3601 0.1737826
## as.factor(HOD)22 -5.1542 11.4419 -0.4505 0.6523719
## as.factor(HOD)23 -7.4619 11.3561 -0.6571 0.5111267
## as.factor(DOW)2 -26.6971 6.1653 -4.3302 1.489e-05 ***
## as.factor(DOW)3 -33.4783 6.0095 -5.5709 2.534e-08 ***
## as.factor(DOW)4 -26.3013 6.1568 -4.2719 1.938e-05 ***
## as.factor(DOW)5 -45.2318 6.1041 -7.4101 1.262e-13 ***
## as.factor(DOW)6 -30.9679 6.0444 -5.1234 3.001e-07 ***
## as.factor(DOW)7 -15.1696 7.4459 -2.0373 0.0416187 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series log_chatss D1 idx
## Length:654 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 53.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 96.0 Median :0.5 Median :327.5
## Mean :113.9 Mean :0.5 Mean :327.5
## 3rd Qu.:161.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :360.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 245.91662 10.38747 23.6744 < 2.2e-16 ***
## D1 -86.52830 3.76201 -23.0005 < 2.2e-16 ***
## D2 -8.87711 3.94792 -2.2486 0.0245407 *
## DD -1.09075 5.21039 -0.2093 0.8341826
## as.factor(HOD)1 -3.29905 14.11711 -0.2337 0.8152246
## as.factor(HOD)2 -33.33476 11.66459 -2.8578 0.0042662 **
## as.factor(HOD)3 -57.62047 11.13471 -5.1749 2.281e-07 ***
## as.factor(HOD)4 -77.83476 10.56861 -7.3647 1.775e-13 ***
## as.factor(HOD)5 -102.04905 10.25826 -9.9480 < 2.2e-16 ***
## as.factor(HOD)6 -125.15619 10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7 -145.69190 11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8 -158.76749 11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9 -157.42134 11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903 11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057 11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905 10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333 10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290 10.50178 -9.6158 < 2.2e-16 ***
## as.factor(HOD)15 -77.85790 10.75975 -7.2360 4.620e-13 ***
## as.factor(HOD)16 -65.08476 10.52445 -6.1842 6.244e-10 ***
## as.factor(HOD)17 -58.58476 10.62405 -5.5144 3.501e-08 ***
## as.factor(HOD)18 -44.29905 10.59275 -4.1820 2.889e-05 ***
## as.factor(HOD)19 -46.22762 10.55418 -4.3800 1.187e-05 ***
## as.factor(HOD)20 -37.84442 11.36384 -3.3302 0.0008677 ***
## as.factor(HOD)21 -13.61365 11.65122 -1.1684 0.2426328
## as.factor(HOD)22 0.34381 11.42357 0.0301 0.9759900
## as.factor(HOD)23 -14.04905 13.09406 -1.0729 0.2833014
## as.factor(DOW)2 -11.15550 4.79976 -2.3242 0.0201158 *
## as.factor(DOW)3 -12.83911 4.77191 -2.6906 0.0071332 **
## as.factor(DOW)4 -8.97842 5.26881 -1.7041 0.0883680 .
## as.factor(DOW)5 -8.66592 4.88870 -1.7726 0.0762880 .
## as.factor(DOW)6 -14.44323 4.84195 -2.9829 0.0028549 **
## as.factor(DOW)7 8.08696 5.41016 1.4948 0.1349738
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series log_chatss D1 idx
## Length:670 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 89.0 Median :0.5 Median :335.5
## Mean :107.5 Mean :0.5 Mean :335.5
## 3rd Qu.:147.8 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :347.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 246.9763 10.1460 24.3421 < 2.2e-16 ***
## D1 -87.8698 3.5484 -24.7631 < 2.2e-16 ***
## D2 -7.8322 3.5690 -2.1945 0.0282011 *
## DD 13.0505 4.7448 2.7505 0.0059506 **
## as.factor(HOD)1 -4.2558 12.5449 -0.3392 0.7344224
## as.factor(HOD)2 -32.1844 11.1180 -2.8948 0.0037940 **
## as.factor(HOD)3 -62.1844 10.2852 -6.0460 1.485e-09 ***
## as.factor(HOD)4 -78.2201 9.3385 -8.3761 < 2.2e-16 ***
## as.factor(HOD)5 -100.5058 9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6 -124.7558 9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7 -142.9701 10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8 -157.6487 10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9 -155.5416 10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487 10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701 10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844 10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701 10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14 -98.2916 10.0045 -9.8247 < 2.2e-16 ***
## as.factor(HOD)15 -79.0773 10.1641 -7.7801 7.249e-15 ***
## as.factor(HOD)16 -68.3987 9.9984 -6.8410 7.867e-12 ***
## as.factor(HOD)17 -63.5773 9.7816 -6.4997 8.048e-11 ***
## as.factor(HOD)18 -51.1487 10.2045 -5.0124 5.377e-07 ***
## as.factor(HOD)19 -42.9701 10.2243 -4.2027 2.637e-05 ***
## as.factor(HOD)20 -41.6130 10.7573 -3.8683 0.0001096 ***
## as.factor(HOD)21 -13.3360 11.3945 -1.1704 0.2418458
## as.factor(HOD)22 -8.0667 11.0279 -0.7315 0.4644842
## as.factor(HOD)23 -22.7916 11.4893 -1.9837 0.0472878 *
## as.factor(DOW)2 -19.3437 4.5005 -4.2981 1.723e-05 ***
## as.factor(DOW)3 -16.6233 4.6451 -3.5786 0.0003454 ***
## as.factor(DOW)4 -25.9375 4.5395 -5.7137 1.106e-08 ***
## as.factor(DOW)5 -29.4479 4.3994 -6.6936 2.178e-11 ***
## as.factor(DOW)6 -21.0203 4.3372 -4.8465 1.257e-06 ***
## as.factor(DOW)7 3.9479 5.0532 0.7813 0.4346391
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series log_chatss D1 idx
## Length:674 Min. : 1.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 49.25 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 87.00 Median :0.5 Median :337.5
## Mean :106.29 Mean :0.5 Mean :337.5
## 3rd Qu.:142.75 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :377.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 216.6104 9.9924 21.6774 < 2.2e-16 ***
## D1 -69.1479 3.1174 -22.1812 < 2.2e-16 ***
## D2 22.6297 4.2429 5.3336 9.629e-08 ***
## DD -12.6021 5.1258 -2.4585 0.0139504 *
## as.factor(HOD)1 -8.2700 12.0031 -0.6890 0.4908293
## as.factor(HOD)2 -35.2343 10.3793 -3.3947 0.0006871 ***
## as.factor(HOD)3 -55.5915 10.9721 -5.0666 4.050e-07 ***
## as.factor(HOD)4 -69.1629 9.9595 -6.9444 3.801e-12 ***
## as.factor(HOD)5 -90.8772 9.6884 -9.3800 < 2.2e-16 ***
## as.factor(HOD)6 -114.7343 10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7 -137.5915 11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8 -146.2343 10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9 -148.2700 10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486 10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415 10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415 9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558 9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14 -94.6272 9.8029 -9.6530 < 2.2e-16 ***
## as.factor(HOD)15 -78.5915 10.6607 -7.3721 1.680e-13 ***
## as.factor(HOD)16 -66.5558 10.3692 -6.4186 1.375e-10 ***
## as.factor(HOD)17 -57.3058 10.3309 -5.5470 2.906e-08 ***
## as.factor(HOD)18 -46.2343 10.5711 -4.3736 1.222e-05 ***
## as.factor(HOD)19 -32.0558 10.1686 -3.1524 0.0016191 **
## as.factor(HOD)20 -26.4843 10.2927 -2.5731 0.0100789 *
## as.factor(HOD)21 -8.9129 11.4211 -0.7804 0.4351619
## as.factor(HOD)22 -1.3058 12.2006 -0.1070 0.9147693
## as.factor(HOD)23 1.1585 11.6792 0.0992 0.9209832
## as.factor(DOW)2 -22.3750 4.7282 -4.7322 2.221e-06 ***
## as.factor(DOW)3 -9.8171 5.3105 -1.8486 0.0645154 .
## as.factor(DOW)4 -18.9896 4.6692 -4.0670 4.762e-05 ***
## as.factor(DOW)5 -22.4167 4.5780 -4.8966 9.751e-07 ***
## as.factor(DOW)6 -12.9896 4.7451 -2.7374 0.0061918 **
## as.factor(DOW)7 11.3229 6.0284 1.8783 0.0603444 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series log_chatss D1 idx
## Length:674 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 50.0 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 86.0 Median :0.5 Median :337.5
## Mean :108.7 Mean :0.5 Mean :337.5
## 3rd Qu.:156.0 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :378.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 223.03603 8.78435 25.3902 < 2.2e-16 ***
## D1 -77.86391 3.24060 -24.0277 < 2.2e-16 ***
## D2 23.59447 4.18814 5.6336 1.764e-08 ***
## DD -14.84443 5.15541 -2.8794 0.0039845 **
## as.factor(HOD)1 -1.46866 12.52415 -0.1173 0.9066488
## as.factor(HOD)2 -16.43295 9.70620 -1.6930 0.0904485 .
## as.factor(HOD)3 -27.14724 10.09901 -2.6881 0.0071858 **
## as.factor(HOD)4 -50.68295 8.92235 -5.6804 1.343e-08 ***
## as.factor(HOD)5 -60.32581 8.22729 -7.3324 2.261e-13 ***
## as.factor(HOD)6 -83.14724 9.13623 -9.1008 < 2.2e-16 ***
## as.factor(HOD)7 -112.71866 9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8 -131.04009 9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9 -143.25438 10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152 10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724 10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438 10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724 9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152 9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15 -82.00438 8.94522 -9.1674 < 2.2e-16 ***
## as.factor(HOD)16 -64.82581 9.85671 -6.5768 4.806e-11 ***
## as.factor(HOD)17 -54.14724 8.59025 -6.3033 2.913e-10 ***
## as.factor(HOD)18 -42.57581 8.98862 -4.7366 2.173e-06 ***
## as.factor(HOD)19 -35.86152 9.46885 -3.7873 0.0001523 ***
## as.factor(HOD)20 -20.50438 8.83695 -2.3203 0.0203246 *
## as.factor(HOD)21 -7.32581 10.82451 -0.6768 0.4985457
## as.factor(HOD)22 4.56705 11.88405 0.3843 0.7007555
## as.factor(HOD)23 -0.64724 11.06339 -0.0585 0.9533483
## as.factor(DOW)2 -19.27083 4.92744 -3.9109 9.195e-05 ***
## as.factor(DOW)3 -16.90625 4.52565 -3.7357 0.0001872 ***
## as.factor(DOW)4 -15.09375 4.61762 -3.2687 0.0010803 **
## as.factor(DOW)5 -38.16539 4.41426 -8.6459 < 2.2e-16 ***
## as.factor(DOW)6 -36.47917 5.06691 -7.1995 6.044e-13 ***
## as.factor(DOW)7 2.36458 5.51165 0.4290 0.6679118
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series log_chatss D1 idx
## Length:628 Min. : 2.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 95.0 Median :0.5 Median :314.5
## Mean :113.3 Mean :0.5 Mean :314.5
## 3rd Qu.:159.2 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :357.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 254.0885 10.3579 24.5309 < 2.2e-16 ***
## D1 -87.3836 4.3159 -20.2468 < 2.2e-16 ***
## D2 2.3075 4.6719 0.4939 0.6213658
## DD 5.6336 5.5555 1.0140 0.3105597
## as.factor(HOD)1 6.0896 11.8609 0.5134 0.6076574
## as.factor(HOD)2 -15.2950 10.8457 -1.4102 0.1584690
## as.factor(HOD)3 -36.6027 9.8609 -3.7119 0.0002057 ***
## as.factor(HOD)4 -65.9104 10.0611 -6.5510 5.716e-11 ***
## as.factor(HOD)5 -79.1027 10.8323 -7.3025 2.826e-13 ***
## as.factor(HOD)6 -110.4104 9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7 -131.5258 9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8 -140.1412 9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9 -150.9489 10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258 10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642 10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181 9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258 9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027 9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15 -87.6027 9.0296 -9.7018 < 2.2e-16 ***
## as.factor(HOD)16 -69.3737 9.7299 -7.1300 1.004e-12 ***
## as.factor(HOD)17 -51.1927 9.6459 -5.3072 1.113e-07 ***
## as.factor(HOD)18 -49.4619 9.1389 -5.4123 6.223e-08 ***
## as.factor(HOD)19 -41.5773 10.1152 -4.1104 3.950e-05 ***
## as.factor(HOD)20 -26.5773 10.6987 -2.4842 0.0129858 *
## as.factor(HOD)21 -14.3465 10.5477 -1.3601 0.1737826
## as.factor(HOD)22 -5.1542 11.4419 -0.4505 0.6523719
## as.factor(HOD)23 -7.4619 11.3561 -0.6571 0.5111267
## as.factor(DOW)2 -26.6971 6.1653 -4.3302 1.489e-05 ***
## as.factor(DOW)3 -33.4783 6.0095 -5.5709 2.534e-08 ***
## as.factor(DOW)4 -26.3013 6.1568 -4.2719 1.938e-05 ***
## as.factor(DOW)5 -45.2318 6.1041 -7.4101 1.262e-13 ***
## as.factor(DOW)6 -30.9679 6.0444 -5.1234 3.001e-07 ***
## as.factor(DOW)7 -15.1696 7.4459 -2.0373 0.0416187 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series rate_chats D1 idx
## Length:654 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 53.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 96.0 Median :0.5 Median :327.5
## Mean :113.9 Mean :0.5 Mean :327.5
## 3rd Qu.:161.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :360.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 245.91662 10.38747 23.6744 < 2.2e-16 ***
## D1 -86.52830 3.76201 -23.0005 < 2.2e-16 ***
## D2 -8.87711 3.94792 -2.2486 0.0245407 *
## DD -1.09075 5.21039 -0.2093 0.8341826
## as.factor(HOD)1 -3.29905 14.11711 -0.2337 0.8152246
## as.factor(HOD)2 -33.33476 11.66459 -2.8578 0.0042662 **
## as.factor(HOD)3 -57.62047 11.13471 -5.1749 2.281e-07 ***
## as.factor(HOD)4 -77.83476 10.56861 -7.3647 1.775e-13 ***
## as.factor(HOD)5 -102.04905 10.25826 -9.9480 < 2.2e-16 ***
## as.factor(HOD)6 -125.15619 10.41525 -12.0166 < 2.2e-16 ***
## as.factor(HOD)7 -145.69190 11.06941 -13.1617 < 2.2e-16 ***
## as.factor(HOD)8 -158.76749 11.84573 -13.4029 < 2.2e-16 ***
## as.factor(HOD)9 -157.42134 11.77632 -13.3676 < 2.2e-16 ***
## as.factor(HOD)10 -158.72903 11.72406 -13.5387 < 2.2e-16 ***
## as.factor(HOD)11 -154.19057 11.81496 -13.0504 < 2.2e-16 ***
## as.factor(HOD)12 -129.79905 10.83607 -11.9784 < 2.2e-16 ***
## as.factor(HOD)13 -111.01333 10.61556 -10.4576 < 2.2e-16 ***
## as.factor(HOD)14 -100.98290 10.50178 -9.6158 < 2.2e-16 ***
## as.factor(HOD)15 -77.85790 10.75975 -7.2360 4.620e-13 ***
## as.factor(HOD)16 -65.08476 10.52445 -6.1842 6.244e-10 ***
## as.factor(HOD)17 -58.58476 10.62405 -5.5144 3.501e-08 ***
## as.factor(HOD)18 -44.29905 10.59275 -4.1820 2.889e-05 ***
## as.factor(HOD)19 -46.22762 10.55418 -4.3800 1.187e-05 ***
## as.factor(HOD)20 -37.84442 11.36384 -3.3302 0.0008677 ***
## as.factor(HOD)21 -13.61365 11.65122 -1.1684 0.2426328
## as.factor(HOD)22 0.34381 11.42357 0.0301 0.9759900
## as.factor(HOD)23 -14.04905 13.09406 -1.0729 0.2833014
## as.factor(DOW)2 -11.15550 4.79976 -2.3242 0.0201158 *
## as.factor(DOW)3 -12.83911 4.77191 -2.6906 0.0071332 **
## as.factor(DOW)4 -8.97842 5.26881 -1.7041 0.0883680 .
## as.factor(DOW)5 -8.66592 4.88870 -1.7726 0.0762880 .
## as.factor(DOW)6 -14.44323 4.84195 -2.9829 0.0028549 **
## as.factor(DOW)7 8.08696 5.41016 1.4948 0.1349738
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series rate_chats D1 idx
## Length:670 Min. : 4.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 89.0 Median :0.5 Median :335.5
## Mean :107.5 Mean :0.5 Mean :335.5
## 3rd Qu.:147.8 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :347.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 246.9763 10.1460 24.3421 < 2.2e-16 ***
## D1 -87.8698 3.5484 -24.7631 < 2.2e-16 ***
## D2 -7.8322 3.5690 -2.1945 0.0282011 *
## DD 13.0505 4.7448 2.7505 0.0059506 **
## as.factor(HOD)1 -4.2558 12.5449 -0.3392 0.7344224
## as.factor(HOD)2 -32.1844 11.1180 -2.8948 0.0037940 **
## as.factor(HOD)3 -62.1844 10.2852 -6.0460 1.485e-09 ***
## as.factor(HOD)4 -78.2201 9.3385 -8.3761 < 2.2e-16 ***
## as.factor(HOD)5 -100.5058 9.4335 -10.6542 < 2.2e-16 ***
## as.factor(HOD)6 -124.7558 9.9744 -12.5076 < 2.2e-16 ***
## as.factor(HOD)7 -142.9701 10.6765 -13.3911 < 2.2e-16 ***
## as.factor(HOD)8 -157.6487 10.8772 -14.4936 < 2.2e-16 ***
## as.factor(HOD)9 -155.5416 10.8387 -14.3505 < 2.2e-16 ***
## as.factor(HOD)10 -157.6487 10.9897 -14.3451 < 2.2e-16 ***
## as.factor(HOD)11 -150.9701 10.9087 -13.8394 < 2.2e-16 ***
## as.factor(HOD)12 -133.1844 10.2793 -12.9566 < 2.2e-16 ***
## as.factor(HOD)13 -113.9701 10.0153 -11.3796 < 2.2e-16 ***
## as.factor(HOD)14 -98.2916 10.0045 -9.8247 < 2.2e-16 ***
## as.factor(HOD)15 -79.0773 10.1641 -7.7801 7.249e-15 ***
## as.factor(HOD)16 -68.3987 9.9984 -6.8410 7.867e-12 ***
## as.factor(HOD)17 -63.5773 9.7816 -6.4997 8.048e-11 ***
## as.factor(HOD)18 -51.1487 10.2045 -5.0124 5.377e-07 ***
## as.factor(HOD)19 -42.9701 10.2243 -4.2027 2.637e-05 ***
## as.factor(HOD)20 -41.6130 10.7573 -3.8683 0.0001096 ***
## as.factor(HOD)21 -13.3360 11.3945 -1.1704 0.2418458
## as.factor(HOD)22 -8.0667 11.0279 -0.7315 0.4644842
## as.factor(HOD)23 -22.7916 11.4893 -1.9837 0.0472878 *
## as.factor(DOW)2 -19.3437 4.5005 -4.2981 1.723e-05 ***
## as.factor(DOW)3 -16.6233 4.6451 -3.5786 0.0003454 ***
## as.factor(DOW)4 -25.9375 4.5395 -5.7137 1.106e-08 ***
## as.factor(DOW)5 -29.4479 4.3994 -6.6936 2.178e-11 ***
## as.factor(DOW)6 -21.0203 4.3372 -4.8465 1.257e-06 ***
## as.factor(DOW)7 3.9479 5.0532 0.7813 0.4346391
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series rate_chats D1 idx
## Length:674 Min. : 1.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 49.25 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 87.00 Median :0.5 Median :337.5
## Mean :106.29 Mean :0.5 Mean :337.5
## 3rd Qu.:142.75 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :377.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 216.6104 9.9924 21.6774 < 2.2e-16 ***
## D1 -69.1479 3.1174 -22.1812 < 2.2e-16 ***
## D2 22.6297 4.2429 5.3336 9.629e-08 ***
## DD -12.6021 5.1258 -2.4585 0.0139504 *
## as.factor(HOD)1 -8.2700 12.0031 -0.6890 0.4908293
## as.factor(HOD)2 -35.2343 10.3793 -3.3947 0.0006871 ***
## as.factor(HOD)3 -55.5915 10.9721 -5.0666 4.050e-07 ***
## as.factor(HOD)4 -69.1629 9.9595 -6.9444 3.801e-12 ***
## as.factor(HOD)5 -90.8772 9.6884 -9.3800 < 2.2e-16 ***
## as.factor(HOD)6 -114.7343 10.4262 -11.0045 < 2.2e-16 ***
## as.factor(HOD)7 -137.5915 11.0738 -12.4249 < 2.2e-16 ***
## as.factor(HOD)8 -146.2343 10.6476 -13.7340 < 2.2e-16 ***
## as.factor(HOD)9 -148.2700 10.6496 -13.9225 < 2.2e-16 ***
## as.factor(HOD)10 -148.4486 10.5792 -14.0321 < 2.2e-16 ***
## as.factor(HOD)11 -148.3415 10.6434 -13.9375 < 2.2e-16 ***
## as.factor(HOD)12 -133.8415 9.9473 -13.4551 < 2.2e-16 ***
## as.factor(HOD)13 -113.0558 9.9066 -11.4121 < 2.2e-16 ***
## as.factor(HOD)14 -94.6272 9.8029 -9.6530 < 2.2e-16 ***
## as.factor(HOD)15 -78.5915 10.6607 -7.3721 1.680e-13 ***
## as.factor(HOD)16 -66.5558 10.3692 -6.4186 1.375e-10 ***
## as.factor(HOD)17 -57.3058 10.3309 -5.5470 2.906e-08 ***
## as.factor(HOD)18 -46.2343 10.5711 -4.3736 1.222e-05 ***
## as.factor(HOD)19 -32.0558 10.1686 -3.1524 0.0016191 **
## as.factor(HOD)20 -26.4843 10.2927 -2.5731 0.0100789 *
## as.factor(HOD)21 -8.9129 11.4211 -0.7804 0.4351619
## as.factor(HOD)22 -1.3058 12.2006 -0.1070 0.9147693
## as.factor(HOD)23 1.1585 11.6792 0.0992 0.9209832
## as.factor(DOW)2 -22.3750 4.7282 -4.7322 2.221e-06 ***
## as.factor(DOW)3 -9.8171 5.3105 -1.8486 0.0645154 .
## as.factor(DOW)4 -18.9896 4.6692 -4.0670 4.762e-05 ***
## as.factor(DOW)5 -22.4167 4.5780 -4.8966 9.751e-07 ***
## as.factor(DOW)6 -12.9896 4.7451 -2.7374 0.0061918 **
## as.factor(DOW)7 11.3229 6.0284 1.8783 0.0603444 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series rate_chats D1 idx
## Length:674 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 50.0 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 86.0 Median :0.5 Median :337.5
## Mean :108.7 Mean :0.5 Mean :337.5
## 3rd Qu.:156.0 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :378.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 223.03603 8.78435 25.3902 < 2.2e-16 ***
## D1 -77.86391 3.24060 -24.0277 < 2.2e-16 ***
## D2 23.59447 4.18814 5.6336 1.764e-08 ***
## DD -14.84443 5.15541 -2.8794 0.0039845 **
## as.factor(HOD)1 -1.46866 12.52415 -0.1173 0.9066488
## as.factor(HOD)2 -16.43295 9.70620 -1.6930 0.0904485 .
## as.factor(HOD)3 -27.14724 10.09901 -2.6881 0.0071858 **
## as.factor(HOD)4 -50.68295 8.92235 -5.6804 1.343e-08 ***
## as.factor(HOD)5 -60.32581 8.22729 -7.3324 2.261e-13 ***
## as.factor(HOD)6 -83.14724 9.13623 -9.1008 < 2.2e-16 ***
## as.factor(HOD)7 -112.71866 9.51185 -11.8503 < 2.2e-16 ***
## as.factor(HOD)8 -131.04009 9.83831 -13.3194 < 2.2e-16 ***
## as.factor(HOD)9 -143.25438 10.38075 -13.8000 < 2.2e-16 ***
## as.factor(HOD)10 -143.61152 10.54440 -13.6197 < 2.2e-16 ***
## as.factor(HOD)11 -145.39724 10.63504 -13.6715 < 2.2e-16 ***
## as.factor(HOD)12 -138.50438 10.12024 -13.6859 < 2.2e-16 ***
## as.factor(HOD)13 -121.89724 9.51668 -12.8088 < 2.2e-16 ***
## as.factor(HOD)14 -103.86152 9.23198 -11.2502 < 2.2e-16 ***
## as.factor(HOD)15 -82.00438 8.94522 -9.1674 < 2.2e-16 ***
## as.factor(HOD)16 -64.82581 9.85671 -6.5768 4.806e-11 ***
## as.factor(HOD)17 -54.14724 8.59025 -6.3033 2.913e-10 ***
## as.factor(HOD)18 -42.57581 8.98862 -4.7366 2.173e-06 ***
## as.factor(HOD)19 -35.86152 9.46885 -3.7873 0.0001523 ***
## as.factor(HOD)20 -20.50438 8.83695 -2.3203 0.0203246 *
## as.factor(HOD)21 -7.32581 10.82451 -0.6768 0.4985457
## as.factor(HOD)22 4.56705 11.88405 0.3843 0.7007555
## as.factor(HOD)23 -0.64724 11.06339 -0.0585 0.9533483
## as.factor(DOW)2 -19.27083 4.92744 -3.9109 9.195e-05 ***
## as.factor(DOW)3 -16.90625 4.52565 -3.7357 0.0001872 ***
## as.factor(DOW)4 -15.09375 4.61762 -3.2687 0.0010803 **
## as.factor(DOW)5 -38.16539 4.41426 -8.6459 < 2.2e-16 ***
## as.factor(DOW)6 -36.47917 5.06691 -7.1995 6.044e-13 ***
## as.factor(DOW)7 2.36458 5.51165 0.4290 0.6679118
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkchib"
## [1] "xabchib"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series rate_chats D1 idx
## Length:628 Min. : 2.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 51.0 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 95.0 Median :0.5 Median :314.5
## Mean :113.3 Mean :0.5 Mean :314.5
## 3rd Qu.:159.2 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :357.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 254.0885 10.3579 24.5309 < 2.2e-16 ***
## D1 -87.3836 4.3159 -20.2468 < 2.2e-16 ***
## D2 2.3075 4.6719 0.4939 0.6213658
## DD 5.6336 5.5555 1.0140 0.3105597
## as.factor(HOD)1 6.0896 11.8609 0.5134 0.6076574
## as.factor(HOD)2 -15.2950 10.8457 -1.4102 0.1584690
## as.factor(HOD)3 -36.6027 9.8609 -3.7119 0.0002057 ***
## as.factor(HOD)4 -65.9104 10.0611 -6.5510 5.716e-11 ***
## as.factor(HOD)5 -79.1027 10.8323 -7.3025 2.826e-13 ***
## as.factor(HOD)6 -110.4104 9.3255 -11.8396 < 2.2e-16 ***
## as.factor(HOD)7 -131.5258 9.3463 -14.0725 < 2.2e-16 ***
## as.factor(HOD)8 -140.1412 9.9437 -14.0935 < 2.2e-16 ***
## as.factor(HOD)9 -150.9489 10.0016 -15.0925 < 2.2e-16 ***
## as.factor(HOD)10 -154.0258 10.3452 -14.8887 < 2.2e-16 ***
## as.factor(HOD)11 -150.5642 10.2561 -14.6804 < 2.2e-16 ***
## as.factor(HOD)12 -146.2181 9.7952 -14.9276 < 2.2e-16 ***
## as.factor(HOD)13 -124.0258 9.4397 -13.1388 < 2.2e-16 ***
## as.factor(HOD)14 -103.6027 9.1965 -11.2655 < 2.2e-16 ***
## as.factor(HOD)15 -87.6027 9.0296 -9.7018 < 2.2e-16 ***
## as.factor(HOD)16 -69.3737 9.7299 -7.1300 1.004e-12 ***
## as.factor(HOD)17 -51.1927 9.6459 -5.3072 1.113e-07 ***
## as.factor(HOD)18 -49.4619 9.1389 -5.4123 6.223e-08 ***
## as.factor(HOD)19 -41.5773 10.1152 -4.1104 3.950e-05 ***
## as.factor(HOD)20 -26.5773 10.6987 -2.4842 0.0129858 *
## as.factor(HOD)21 -14.3465 10.5477 -1.3601 0.1737826
## as.factor(HOD)22 -5.1542 11.4419 -0.4505 0.6523719
## as.factor(HOD)23 -7.4619 11.3561 -0.6571 0.5111267
## as.factor(DOW)2 -26.6971 6.1653 -4.3302 1.489e-05 ***
## as.factor(DOW)3 -33.4783 6.0095 -5.5709 2.534e-08 ***
## as.factor(DOW)4 -26.3013 6.1568 -4.2719 1.938e-05 ***
## as.factor(DOW)5 -45.2318 6.1041 -7.4101 1.262e-13 ***
## as.factor(DOW)6 -30.9679 6.0444 -5.1234 3.001e-07 ***
## as.factor(DOW)7 -15.1696 7.4459 -2.0373 0.0416187 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series calls D1 idx
## Length:654 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 120.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 422.5 Median :0.5 Median :327.5
## Mean : 501.3 Mean :0.5 Mean :327.5
## 3rd Qu.: 723.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :1953.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1057.2553 46.4930 22.7401 < 2.2e-16 ***
## D1 -415.5975 22.0845 -18.8185 < 2.2e-16 ***
## D2 -3.9911 23.2565 -0.1716 0.863742
## DD 5.7165 29.0848 0.1965 0.844182
## as.factor(HOD)1 -143.6225 57.4127 -2.5016 0.012364 *
## as.factor(HOD)2 -359.3011 43.2270 -8.3120 < 2.2e-16 ***
## as.factor(HOD)3 -438.3011 62.0392 -7.0649 1.607e-12 ***
## as.factor(HOD)4 -589.7297 48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5 -720.1939 49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6 -782.4439 53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7 -809.6225 54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8 -811.6544 56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9 -819.2314 57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467 58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160 54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511 48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368 43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929 45.5366 -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596 47.4056 -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582 50.1139 -2.5773 0.009958 **
## as.factor(HOD)17 -108.9797 49.5946 -2.1974 0.027991 *
## as.factor(HOD)18 -98.4439 55.0170 -1.7893 0.073561 .
## as.factor(HOD)19 8.2703 53.0880 0.1558 0.876202
## as.factor(HOD)20 104.9609 62.0037 1.6928 0.090490 .
## as.factor(HOD)21 85.6533 58.0960 1.4743 0.140390
## as.factor(HOD)22 139.7346 62.4526 2.2375 0.025257 *
## as.factor(HOD)23 79.7346 60.5246 1.3174 0.187707
## as.factor(DOW)2 -3.8221 26.1989 -0.1459 0.884010
## as.factor(DOW)3 9.3282 24.7977 0.3762 0.706789
## as.factor(DOW)4 -10.3429 27.3114 -0.3787 0.704908
## as.factor(DOW)5 -16.8742 28.4003 -0.5942 0.552408
## as.factor(DOW)6 24.2511 27.2901 0.8886 0.374196
## as.factor(DOW)7 58.0870 26.9375 2.1564 0.031055 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series calls D1 idx
## Length:670 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 112.2 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 402.5 Median :0.5 Median :335.5
## Mean : 497.0 Mean :0.5 Mean :335.5
## 3rd Qu.: 713.5 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :1953.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1054.955283 44.589096 23.6595 < 2.2e-16 ***
## D1 -411.834320 18.660484 -22.0699 < 2.2e-16 ***
## D2 0.012912 20.895145 0.0006 0.9995070
## DD 2.027091 26.975485 0.0751 0.9400988
## as.factor(HOD)1 -162.075321 49.448594 -3.2777 0.0010467 **
## as.factor(HOD)2 -346.361035 43.654464 -7.9341 2.119e-15 ***
## as.factor(HOD)3 -484.075321 42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4 -606.896749 44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5 -715.503892 48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6 -777.503892 51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7 -809.146749 53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8 -812.289607 54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9 -817.789607 54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178 55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464 51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749 47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035 42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464 42.994586 -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035 43.069442 -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749 46.560185 -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892 47.634028 -2.3828 0.0171800 *
## as.factor(HOD)18 -64.289607 49.780964 -1.2914 0.1965478
## as.factor(HOD)19 34.924679 52.159973 0.6696 0.5031328
## as.factor(HOD)20 136.888965 61.224414 2.2359 0.0253612 *
## as.factor(HOD)21 129.376576 59.161533 2.1868 0.0287545 *
## as.factor(HOD)22 115.722730 59.966253 1.9298 0.0536319 .
## as.factor(HOD)23 87.138965 61.313295 1.4212 0.1552562
## as.factor(DOW)2 -12.916667 25.624726 -0.5041 0.6142119
## as.factor(DOW)3 34.407385 24.785014 1.3882 0.1650660
## as.factor(DOW)4 -31.906250 23.866859 -1.3368 0.1812738
## as.factor(DOW)5 -38.093750 23.812905 -1.5997 0.1096629
## as.factor(DOW)6 17.385401 26.519760 0.6556 0.5121047
## as.factor(DOW)7 76.541667 27.032234 2.8315 0.0046331 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series calls D1 idx
## Length:674 Min. : 5.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 99.75 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 381.50 Median :0.5 Median :337.5
## Mean : 464.63 Mean :0.5 Mean :337.5
## 3rd Qu.: 691.00 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :1756.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 959.1372 41.3707 23.1840 < 2.2e-16 ***
## D1 -367.4615 17.3391 -21.1926 < 2.2e-16 ***
## D2 94.0408 20.4024 4.6093 4.040e-06 ***
## DD -46.0504 26.0625 -1.7669 0.0772416 .
## as.factor(HOD)1 -157.3127 49.4471 -3.1814 0.0014655 **
## as.factor(HOD)2 -330.2055 42.9571 -7.6869 1.508e-14 ***
## as.factor(HOD)3 -474.6341 42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4 -575.3841 43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5 -671.5984 48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6 -734.0627 53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7 -788.9555 51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8 -805.2770 52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9 -805.7412 52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627 52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484 50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270 45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912 40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055 41.1873 -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770 44.0414 -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627 43.4708 -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912 44.1147 -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198 43.7726 -2.9109 0.0036033 **
## as.factor(HOD)19 -42.9198 47.2581 -0.9082 0.3637724
## as.factor(HOD)20 21.2945 52.8710 0.4028 0.6871226
## as.factor(HOD)21 90.0802 58.2059 1.5476 0.1217154
## as.factor(HOD)22 92.2588 61.5299 1.4994 0.1337664
## as.factor(HOD)23 39.6516 59.0537 0.6715 0.5019337
## as.factor(DOW)2 -33.9583 23.3575 -1.4539 0.1459875
## as.factor(DOW)3 35.7162 25.9164 1.3781 0.1681635
## as.factor(DOW)4 27.2604 23.1544 1.1773 0.2390628
## as.factor(DOW)5 7.1563 22.8749 0.3128 0.7543999
## as.factor(DOW)6 61.3229 24.7403 2.4787 0.0131874 *
## as.factor(DOW)7 42.5417 25.6538 1.6583 0.0972570 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series calls D1 idx
## Length:674 Min. : 7.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 115.2 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 403.0 Median :0.5 Median :337.5
## Mean : 508.2 Mean :0.5 Mean :337.5
## 3rd Qu.: 740.8 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :2046.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1095.479 49.587 22.0922 < 2.2e-16 ***
## D1 -431.497 21.164 -20.3882 < 2.2e-16 ***
## D2 64.821 23.489 2.7596 0.005787 **
## DD -40.479 29.908 -1.3534 0.175914
## as.factor(HOD)1 -92.377 59.220 -1.5599 0.118784
## as.factor(HOD)2 -224.020 54.339 -4.1226 3.746e-05 ***
## as.factor(HOD)3 -349.877 51.161 -6.8388 7.986e-12 ***
## as.factor(HOD)4 -520.306 48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5 -649.270 50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6 -750.449 56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7 -828.913 59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8 -875.842 60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9 -891.413 61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449 62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020 61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842 59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627 53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270 47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127 49.968 -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270 65.603 -3.5101 0.000448 ***
## as.factor(HOD)17 -188.556 53.173 -3.5461 0.000391 ***
## as.factor(HOD)18 -155.092 52.958 -2.9286 0.003405 **
## as.factor(HOD)19 -118.877 54.026 -2.2004 0.027779 *
## as.factor(HOD)20 -38.270 57.188 -0.6692 0.503369
## as.factor(HOD)21 40.444 62.536 0.6467 0.517803
## as.factor(HOD)22 90.444 68.306 1.3241 0.185473
## as.factor(HOD)23 59.230 68.633 0.8630 0.388140
## as.factor(DOW)2 31.813 29.540 1.0769 0.281513
## as.factor(DOW)3 59.500 26.414 2.2526 0.024287 *
## as.factor(DOW)4 57.979 27.174 2.1337 0.032871 *
## as.factor(DOW)5 -51.515 24.648 -2.0900 0.036617 *
## as.factor(DOW)6 -33.156 26.030 -1.2738 0.202743
## as.factor(DOW)7 59.125 26.765 2.2091 0.027170 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series calls D1 idx
## Length:628 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 100.5 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 371.5 Median :0.5 Median :314.5
## Mean : 456.5 Mean :0.5 Mean :314.5
## 3rd Qu.: 683.0 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :1481.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1009.1234 47.2942 21.3371 < 2.2e-16 ***
## D1 -384.9315 19.1843 -20.0650 < 2.2e-16 ***
## D2 13.4039 20.2336 0.6625 0.507679
## DD -5.3602 25.8360 -0.2075 0.835644
## as.factor(HOD)1 -71.9737 52.9318 -1.3597 0.173911
## as.factor(HOD)2 -215.5891 46.0180 -4.6849 2.801e-06 ***
## as.factor(HOD)3 -383.3199 41.0447 -9.3391 < 2.2e-16 ***
## as.factor(HOD)4 -506.5507 41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5 -624.3584 43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6 -731.2814 47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7 -783.5507 51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8 -808.6660 52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9 -816.8199 53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122 52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660 52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430 49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584 45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584 39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353 41.6798 -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654 49.5248 -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677 44.7186 -3.8858 0.000102 ***
## as.factor(HOD)18 -151.7677 46.8245 -3.2412 0.001190 **
## as.factor(HOD)19 -108.9985 47.8167 -2.2795 0.022637 *
## as.factor(HOD)20 -63.6908 49.4545 -1.2879 0.197793
## as.factor(HOD)21 16.7707 54.1083 0.3099 0.756601
## as.factor(HOD)22 60.7323 57.4398 1.0573 0.290365
## as.factor(HOD)23 39.2707 58.5442 0.6708 0.502355
## as.factor(DOW)2 11.0659 29.5999 0.3738 0.708517
## as.factor(DOW)3 18.9513 28.9261 0.6552 0.512364
## as.factor(DOW)4 45.0034 29.7438 1.5130 0.130271
## as.factor(DOW)5 -22.8163 27.9535 -0.8162 0.414374
## as.factor(DOW)6 15.6388 28.5090 0.5486 0.583311
## as.factor(DOW)7 77.1784 29.6986 2.5987 0.009357 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series log_calls D1 idx
## Length:654 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 120.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 422.5 Median :0.5 Median :327.5
## Mean : 501.3 Mean :0.5 Mean :327.5
## 3rd Qu.: 723.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :1953.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1057.2553 46.4930 22.7401 < 2.2e-16 ***
## D1 -415.5975 22.0845 -18.8185 < 2.2e-16 ***
## D2 -3.9911 23.2565 -0.1716 0.863742
## DD 5.7165 29.0848 0.1965 0.844182
## as.factor(HOD)1 -143.6225 57.4127 -2.5016 0.012364 *
## as.factor(HOD)2 -359.3011 43.2270 -8.3120 < 2.2e-16 ***
## as.factor(HOD)3 -438.3011 62.0392 -7.0649 1.607e-12 ***
## as.factor(HOD)4 -589.7297 48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5 -720.1939 49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6 -782.4439 53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7 -809.6225 54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8 -811.6544 56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9 -819.2314 57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467 58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160 54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511 48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368 43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929 45.5366 -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596 47.4056 -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582 50.1139 -2.5773 0.009958 **
## as.factor(HOD)17 -108.9797 49.5946 -2.1974 0.027991 *
## as.factor(HOD)18 -98.4439 55.0170 -1.7893 0.073561 .
## as.factor(HOD)19 8.2703 53.0880 0.1558 0.876202
## as.factor(HOD)20 104.9609 62.0037 1.6928 0.090490 .
## as.factor(HOD)21 85.6533 58.0960 1.4743 0.140390
## as.factor(HOD)22 139.7346 62.4526 2.2375 0.025257 *
## as.factor(HOD)23 79.7346 60.5246 1.3174 0.187707
## as.factor(DOW)2 -3.8221 26.1989 -0.1459 0.884010
## as.factor(DOW)3 9.3282 24.7977 0.3762 0.706789
## as.factor(DOW)4 -10.3429 27.3114 -0.3787 0.704908
## as.factor(DOW)5 -16.8742 28.4003 -0.5942 0.552408
## as.factor(DOW)6 24.2511 27.2901 0.8886 0.374196
## as.factor(DOW)7 58.0870 26.9375 2.1564 0.031055 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series log_calls D1 idx
## Length:670 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 112.2 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 402.5 Median :0.5 Median :335.5
## Mean : 497.0 Mean :0.5 Mean :335.5
## 3rd Qu.: 713.5 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :1953.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1054.955283 44.589096 23.6595 < 2.2e-16 ***
## D1 -411.834320 18.660484 -22.0699 < 2.2e-16 ***
## D2 0.012912 20.895145 0.0006 0.9995070
## DD 2.027091 26.975485 0.0751 0.9400988
## as.factor(HOD)1 -162.075321 49.448594 -3.2777 0.0010467 **
## as.factor(HOD)2 -346.361035 43.654464 -7.9341 2.119e-15 ***
## as.factor(HOD)3 -484.075321 42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4 -606.896749 44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5 -715.503892 48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6 -777.503892 51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7 -809.146749 53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8 -812.289607 54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9 -817.789607 54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178 55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464 51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749 47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035 42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464 42.994586 -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035 43.069442 -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749 46.560185 -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892 47.634028 -2.3828 0.0171800 *
## as.factor(HOD)18 -64.289607 49.780964 -1.2914 0.1965478
## as.factor(HOD)19 34.924679 52.159973 0.6696 0.5031328
## as.factor(HOD)20 136.888965 61.224414 2.2359 0.0253612 *
## as.factor(HOD)21 129.376576 59.161533 2.1868 0.0287545 *
## as.factor(HOD)22 115.722730 59.966253 1.9298 0.0536319 .
## as.factor(HOD)23 87.138965 61.313295 1.4212 0.1552562
## as.factor(DOW)2 -12.916667 25.624726 -0.5041 0.6142119
## as.factor(DOW)3 34.407385 24.785014 1.3882 0.1650660
## as.factor(DOW)4 -31.906250 23.866859 -1.3368 0.1812738
## as.factor(DOW)5 -38.093750 23.812905 -1.5997 0.1096629
## as.factor(DOW)6 17.385401 26.519760 0.6556 0.5121047
## as.factor(DOW)7 76.541667 27.032234 2.8315 0.0046331 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series log_calls D1 idx
## Length:674 Min. : 5.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 99.75 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 381.50 Median :0.5 Median :337.5
## Mean : 464.63 Mean :0.5 Mean :337.5
## 3rd Qu.: 691.00 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :1756.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 959.1372 41.3707 23.1840 < 2.2e-16 ***
## D1 -367.4615 17.3391 -21.1926 < 2.2e-16 ***
## D2 94.0408 20.4024 4.6093 4.040e-06 ***
## DD -46.0504 26.0625 -1.7669 0.0772416 .
## as.factor(HOD)1 -157.3127 49.4471 -3.1814 0.0014655 **
## as.factor(HOD)2 -330.2055 42.9571 -7.6869 1.508e-14 ***
## as.factor(HOD)3 -474.6341 42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4 -575.3841 43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5 -671.5984 48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6 -734.0627 53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7 -788.9555 51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8 -805.2770 52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9 -805.7412 52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627 52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484 50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270 45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912 40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055 41.1873 -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770 44.0414 -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627 43.4708 -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912 44.1147 -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198 43.7726 -2.9109 0.0036033 **
## as.factor(HOD)19 -42.9198 47.2581 -0.9082 0.3637724
## as.factor(HOD)20 21.2945 52.8710 0.4028 0.6871226
## as.factor(HOD)21 90.0802 58.2059 1.5476 0.1217154
## as.factor(HOD)22 92.2588 61.5299 1.4994 0.1337664
## as.factor(HOD)23 39.6516 59.0537 0.6715 0.5019337
## as.factor(DOW)2 -33.9583 23.3575 -1.4539 0.1459875
## as.factor(DOW)3 35.7162 25.9164 1.3781 0.1681635
## as.factor(DOW)4 27.2604 23.1544 1.1773 0.2390628
## as.factor(DOW)5 7.1563 22.8749 0.3128 0.7543999
## as.factor(DOW)6 61.3229 24.7403 2.4787 0.0131874 *
## as.factor(DOW)7 42.5417 25.6538 1.6583 0.0972570 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series log_calls D1 idx
## Length:674 Min. : 7.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 115.2 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 403.0 Median :0.5 Median :337.5
## Mean : 508.2 Mean :0.5 Mean :337.5
## 3rd Qu.: 740.8 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :2046.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1095.479 49.587 22.0922 < 2.2e-16 ***
## D1 -431.497 21.164 -20.3882 < 2.2e-16 ***
## D2 64.821 23.489 2.7596 0.005787 **
## DD -40.479 29.908 -1.3534 0.175914
## as.factor(HOD)1 -92.377 59.220 -1.5599 0.118784
## as.factor(HOD)2 -224.020 54.339 -4.1226 3.746e-05 ***
## as.factor(HOD)3 -349.877 51.161 -6.8388 7.986e-12 ***
## as.factor(HOD)4 -520.306 48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5 -649.270 50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6 -750.449 56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7 -828.913 59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8 -875.842 60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9 -891.413 61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449 62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020 61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842 59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627 53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270 47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127 49.968 -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270 65.603 -3.5101 0.000448 ***
## as.factor(HOD)17 -188.556 53.173 -3.5461 0.000391 ***
## as.factor(HOD)18 -155.092 52.958 -2.9286 0.003405 **
## as.factor(HOD)19 -118.877 54.026 -2.2004 0.027779 *
## as.factor(HOD)20 -38.270 57.188 -0.6692 0.503369
## as.factor(HOD)21 40.444 62.536 0.6467 0.517803
## as.factor(HOD)22 90.444 68.306 1.3241 0.185473
## as.factor(HOD)23 59.230 68.633 0.8630 0.388140
## as.factor(DOW)2 31.813 29.540 1.0769 0.281513
## as.factor(DOW)3 59.500 26.414 2.2526 0.024287 *
## as.factor(DOW)4 57.979 27.174 2.1337 0.032871 *
## as.factor(DOW)5 -51.515 24.648 -2.0900 0.036617 *
## as.factor(DOW)6 -33.156 26.030 -1.2738 0.202743
## as.factor(DOW)7 59.125 26.765 2.2091 0.027170 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series log_calls D1 idx
## Length:628 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 100.5 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 371.5 Median :0.5 Median :314.5
## Mean : 456.5 Mean :0.5 Mean :314.5
## 3rd Qu.: 683.0 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :1481.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1009.1234 47.2942 21.3371 < 2.2e-16 ***
## D1 -384.9315 19.1843 -20.0650 < 2.2e-16 ***
## D2 13.4039 20.2336 0.6625 0.507679
## DD -5.3602 25.8360 -0.2075 0.835644
## as.factor(HOD)1 -71.9737 52.9318 -1.3597 0.173911
## as.factor(HOD)2 -215.5891 46.0180 -4.6849 2.801e-06 ***
## as.factor(HOD)3 -383.3199 41.0447 -9.3391 < 2.2e-16 ***
## as.factor(HOD)4 -506.5507 41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5 -624.3584 43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6 -731.2814 47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7 -783.5507 51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8 -808.6660 52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9 -816.8199 53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122 52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660 52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430 49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584 45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584 39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353 41.6798 -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654 49.5248 -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677 44.7186 -3.8858 0.000102 ***
## as.factor(HOD)18 -151.7677 46.8245 -3.2412 0.001190 **
## as.factor(HOD)19 -108.9985 47.8167 -2.2795 0.022637 *
## as.factor(HOD)20 -63.6908 49.4545 -1.2879 0.197793
## as.factor(HOD)21 16.7707 54.1083 0.3099 0.756601
## as.factor(HOD)22 60.7323 57.4398 1.0573 0.290365
## as.factor(HOD)23 39.2707 58.5442 0.6708 0.502355
## as.factor(DOW)2 11.0659 29.5999 0.3738 0.708517
## as.factor(DOW)3 18.9513 28.9261 0.6552 0.512364
## as.factor(DOW)4 45.0034 29.7438 1.5130 0.130271
## as.factor(DOW)5 -22.8163 27.9535 -0.8162 0.414374
## as.factor(DOW)6 15.6388 28.5090 0.5486 0.583311
## as.factor(DOW)7 77.1784 29.6986 2.5987 0.009357 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-11/purple/0-10%"
## [1] "getregdfdid - sdate:2016-10-11/purple/0-10% sregdate:2016-10-04 eregdate:2016-10-18"
## [1] "2016-10-11"
## [1] 159 486
## [1] "scutidx:159" "scutidx:486"
## dt HOD DOW
## Min. :2016-10-04 00:00:00 Min. : 0.00 Min. :1.00
## 1st Qu.:2016-10-07 13:15:00 1st Qu.: 5.00 1st Qu.:2.00
## Median :2016-10-11 05:00:00 Median :11.00 Median :4.00
## Mean :2016-10-11 02:04:35 Mean :11.40 Mean :3.96
## 3rd Qu.:2016-10-14 14:45:00 3rd Qu.:17.75 3rd Qu.:6.00
## Max. :2016-10-18 00:00:00 Max. :23.00 Max. :7.00
## series rate_calls D1 idx
## Length:654 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 120.0 1st Qu.:0.0 1st Qu.:164.2
## Mode :character Median : 422.5 Median :0.5 Median :327.5
## Mean : 501.3 Mean :0.5 Mean :327.5
## 3rd Qu.: 723.5 3rd Qu.:1.0 3rd Qu.:490.8
## Max. :1953.0 Max. :1.0 Max. :654.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :1.0000 Median :0.0000
## Mean :0.5138 Mean :0.2569
## 3rd Qu.:1.0000 3rd Qu.:1.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1057.2553 46.4930 22.7401 < 2.2e-16 ***
## D1 -415.5975 22.0845 -18.8185 < 2.2e-16 ***
## D2 -3.9911 23.2565 -0.1716 0.863742
## DD 5.7165 29.0848 0.1965 0.844182
## as.factor(HOD)1 -143.6225 57.4127 -2.5016 0.012364 *
## as.factor(HOD)2 -359.3011 43.2270 -8.3120 < 2.2e-16 ***
## as.factor(HOD)3 -438.3011 62.0392 -7.0649 1.607e-12 ***
## as.factor(HOD)4 -589.7297 48.7312 -12.1017 < 2.2e-16 ***
## as.factor(HOD)5 -720.1939 49.9629 -14.4146 < 2.2e-16 ***
## as.factor(HOD)6 -782.4439 53.1404 -14.7241 < 2.2e-16 ***
## as.factor(HOD)7 -809.6225 54.6931 -14.8030 < 2.2e-16 ***
## as.factor(HOD)8 -811.6544 56.9548 -14.2509 < 2.2e-16 ***
## as.factor(HOD)9 -819.2314 57.2514 -14.3094 < 2.2e-16 ***
## as.factor(HOD)10 -793.8467 58.0869 -13.6665 < 2.2e-16 ***
## as.factor(HOD)11 -757.1160 54.1077 -13.9928 < 2.2e-16 ***
## as.factor(HOD)12 -644.5511 48.5366 -13.2797 < 2.2e-16 ***
## as.factor(HOD)13 -449.3368 43.3565 -10.3638 < 2.2e-16 ***
## as.factor(HOD)14 -340.3929 45.5366 -7.4752 7.711e-14 ***
## as.factor(HOD)15 -225.0596 47.4056 -4.7475 2.059e-06 ***
## as.factor(HOD)16 -129.1582 50.1139 -2.5773 0.009958 **
## as.factor(HOD)17 -108.9797 49.5946 -2.1974 0.027991 *
## as.factor(HOD)18 -98.4439 55.0170 -1.7893 0.073561 .
## as.factor(HOD)19 8.2703 53.0880 0.1558 0.876202
## as.factor(HOD)20 104.9609 62.0037 1.6928 0.090490 .
## as.factor(HOD)21 85.6533 58.0960 1.4743 0.140390
## as.factor(HOD)22 139.7346 62.4526 2.2375 0.025257 *
## as.factor(HOD)23 79.7346 60.5246 1.3174 0.187707
## as.factor(DOW)2 -3.8221 26.1989 -0.1459 0.884010
## as.factor(DOW)3 9.3282 24.7977 0.3762 0.706789
## as.factor(DOW)4 -10.3429 27.3114 -0.3787 0.704908
## as.factor(DOW)5 -16.8742 28.4003 -0.5942 0.552408
## as.factor(DOW)6 24.2511 27.2901 0.8886 0.374196
## as.factor(DOW)7 58.0870 26.9375 2.1564 0.031055 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-10-18/purple/10-30%"
## [1] "getregdfdid - sdate:2016-10-18/purple/10-30% sregdate:2016-10-11 eregdate:2016-10-25"
## [1] "2016-10-18"
## [1] 169 504
## [1] "scutidx:169" "scutidx:504"
## dt HOD DOW
## Min. :2016-10-11 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-14 11:15:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-10-17 23:00:00 Median :11.00 Median :4.000
## Mean :2016-10-17 23:26:30 Mean :11.41 Mean :3.985
## 3rd Qu.:2016-10-21 10:45:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-10-25 00:00:00 Max. :23.00 Max. :7.000
## series rate_calls D1 idx
## Length:670 Min. : 6.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 112.2 1st Qu.:0.0 1st Qu.:168.2
## Mode :character Median : 402.5 Median :0.5 Median :335.5
## Mean : 497.0 Mean :0.5 Mean :335.5
## 3rd Qu.: 713.5 3rd Qu.:1.0 3rd Qu.:502.8
## Max. :1953.0 Max. :1.0 Max. :670.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4955 Mean :0.2478
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1054.955283 44.589096 23.6595 < 2.2e-16 ***
## D1 -411.834320 18.660484 -22.0699 < 2.2e-16 ***
## D2 0.012912 20.895145 0.0006 0.9995070
## DD 2.027091 26.975485 0.0751 0.9400988
## as.factor(HOD)1 -162.075321 49.448594 -3.2777 0.0010467 **
## as.factor(HOD)2 -346.361035 43.654464 -7.9341 2.119e-15 ***
## as.factor(HOD)3 -484.075321 42.691091 -11.3390 < 2.2e-16 ***
## as.factor(HOD)4 -606.896749 44.546339 -13.6239 < 2.2e-16 ***
## as.factor(HOD)5 -715.503892 48.237763 -14.8329 < 2.2e-16 ***
## as.factor(HOD)6 -777.503892 51.501342 -15.0968 < 2.2e-16 ***
## as.factor(HOD)7 -809.146749 53.236442 -15.1991 < 2.2e-16 ***
## as.factor(HOD)8 -812.289607 54.396361 -14.9328 < 2.2e-16 ***
## as.factor(HOD)9 -817.789607 54.621436 -14.9720 < 2.2e-16 ***
## as.factor(HOD)10 -793.468178 55.244979 -14.3627 < 2.2e-16 ***
## as.factor(HOD)11 -761.932464 51.963979 -14.6627 < 2.2e-16 ***
## as.factor(HOD)12 -639.146749 47.331105 -13.5037 < 2.2e-16 ***
## as.factor(HOD)13 -456.361035 42.071749 -10.8472 < 2.2e-16 ***
## as.factor(HOD)14 -335.432464 42.994586 -7.8017 6.106e-15 ***
## as.factor(HOD)15 -223.611035 43.069442 -5.1919 2.082e-07 ***
## as.factor(HOD)16 -159.646749 46.560185 -3.4288 0.0006062 ***
## as.factor(HOD)17 -113.503892 47.634028 -2.3828 0.0171800 *
## as.factor(HOD)18 -64.289607 49.780964 -1.2914 0.1965478
## as.factor(HOD)19 34.924679 52.159973 0.6696 0.5031328
## as.factor(HOD)20 136.888965 61.224414 2.2359 0.0253612 *
## as.factor(HOD)21 129.376576 59.161533 2.1868 0.0287545 *
## as.factor(HOD)22 115.722730 59.966253 1.9298 0.0536319 .
## as.factor(HOD)23 87.138965 61.313295 1.4212 0.1552562
## as.factor(DOW)2 -12.916667 25.624726 -0.5041 0.6142119
## as.factor(DOW)3 34.407385 24.785014 1.3882 0.1650660
## as.factor(DOW)4 -31.906250 23.866859 -1.3368 0.1812738
## as.factor(DOW)5 -38.093750 23.812905 -1.5997 0.1096629
## as.factor(DOW)6 17.385401 26.519760 0.6556 0.5121047
## as.factor(DOW)7 76.541667 27.032234 2.8315 0.0046331 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-01/purple/30-50%"
## [1] "getregdfdid - sdate:2016-11-01/purple/30-50% sregdate:2016-10-25 eregdate:2016-11-08"
## [1] "2016-11-01"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-10-25 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-10-28 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-01 00:00:00 Median :11.00 Median :4.000
## Mean :2016-11-01 00:00:00 Mean :11.47 Mean :3.997
## 3rd Qu.:2016-11-04 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-08 00:00:00 Max. :23.00 Max. :7.000
## series rate_calls D1 idx
## Length:674 Min. : 5.00 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 99.75 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 381.50 Median :0.5 Median :337.5
## Mean : 464.63 Mean :0.5 Mean :337.5
## 3rd Qu.: 691.00 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :1756.00 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 959.1372 41.3707 23.1840 < 2.2e-16 ***
## D1 -367.4615 17.3391 -21.1926 < 2.2e-16 ***
## D2 94.0408 20.4024 4.6093 4.040e-06 ***
## DD -46.0504 26.0625 -1.7669 0.0772416 .
## as.factor(HOD)1 -157.3127 49.4471 -3.1814 0.0014655 **
## as.factor(HOD)2 -330.2055 42.9571 -7.6869 1.508e-14 ***
## as.factor(HOD)3 -474.6341 42.0178 -11.2960 < 2.2e-16 ***
## as.factor(HOD)4 -575.3841 43.2466 -13.3047 < 2.2e-16 ***
## as.factor(HOD)5 -671.5984 48.0180 -13.9864 < 2.2e-16 ***
## as.factor(HOD)6 -734.0627 53.4921 -13.7228 < 2.2e-16 ***
## as.factor(HOD)7 -788.9555 51.5013 -15.3192 < 2.2e-16 ***
## as.factor(HOD)8 -805.2770 52.6743 -15.2879 < 2.2e-16 ***
## as.factor(HOD)9 -805.7412 52.5610 -15.3296 < 2.2e-16 ***
## as.factor(HOD)10 -788.5627 52.0203 -15.1587 < 2.2e-16 ***
## as.factor(HOD)11 -747.8484 50.3156 -14.8631 < 2.2e-16 ***
## as.factor(HOD)12 -630.5270 45.7333 -13.7870 < 2.2e-16 ***
## as.factor(HOD)13 -467.4912 40.7485 -11.4726 < 2.2e-16 ***
## as.factor(HOD)14 -335.7055 41.1873 -8.1507 3.618e-16 ***
## as.factor(HOD)15 -239.2770 44.0414 -5.4330 5.541e-08 ***
## as.factor(HOD)16 -186.5627 43.4708 -4.2917 1.773e-05 ***
## as.factor(HOD)17 -149.4912 44.1147 -3.3887 0.0007023 ***
## as.factor(HOD)18 -127.4198 43.7726 -2.9109 0.0036033 **
## as.factor(HOD)19 -42.9198 47.2581 -0.9082 0.3637724
## as.factor(HOD)20 21.2945 52.8710 0.4028 0.6871226
## as.factor(HOD)21 90.0802 58.2059 1.5476 0.1217154
## as.factor(HOD)22 92.2588 61.5299 1.4994 0.1337664
## as.factor(HOD)23 39.6516 59.0537 0.6715 0.5019337
## as.factor(DOW)2 -33.9583 23.3575 -1.4539 0.1459875
## as.factor(DOW)3 35.7162 25.9164 1.3781 0.1681635
## as.factor(DOW)4 27.2604 23.1544 1.1773 0.2390628
## as.factor(DOW)5 7.1563 22.8749 0.3128 0.7543999
## as.factor(DOW)6 61.3229 24.7403 2.4787 0.0131874 *
## as.factor(DOW)7 42.5417 25.6538 1.6583 0.0972570 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-12-15/purple/50-90%"
## [1] "getregdfdid - sdate:2016-12-15/purple/50-90% sregdate:2016-12-08 eregdate:2016-12-22"
## [1] "2016-12-15"
## [1] 169 506
## [1] "scutidx:169" "scutidx:506"
## dt HOD DOW
## Min. :2016-12-08 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-12-11 12:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-12-15 00:00:00 Median :11.00 Median :4.000
## Mean :2016-12-15 00:00:00 Mean :11.47 Mean :4.003
## 3rd Qu.:2016-12-18 12:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-12-22 00:00:00 Max. :23.00 Max. :7.000
## series rate_calls D1 idx
## Length:674 Min. : 7.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 115.2 1st Qu.:0.0 1st Qu.:169.2
## Mode :character Median : 403.0 Median :0.5 Median :337.5
## Mean : 508.2 Mean :0.5 Mean :337.5
## 3rd Qu.: 740.8 3rd Qu.:1.0 3rd Qu.:505.8
## Max. :2046.0 Max. :1.0 Max. :674.0
## D2 DD
## Min. :0.0000 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:0.0000
## Median :0.0000 Median :0.0000
## Mean :0.4985 Mean :0.2493
## 3rd Qu.:1.0000 3rd Qu.:0.0000
## Max. :1.0000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1095.479 49.587 22.0922 < 2.2e-16 ***
## D1 -431.497 21.164 -20.3882 < 2.2e-16 ***
## D2 64.821 23.489 2.7596 0.005787 **
## DD -40.479 29.908 -1.3534 0.175914
## as.factor(HOD)1 -92.377 59.220 -1.5599 0.118784
## as.factor(HOD)2 -224.020 54.339 -4.1226 3.746e-05 ***
## as.factor(HOD)3 -349.877 51.161 -6.8388 7.986e-12 ***
## as.factor(HOD)4 -520.306 48.508 -10.7262 < 2.2e-16 ***
## as.factor(HOD)5 -649.270 50.466 -12.8655 < 2.2e-16 ***
## as.factor(HOD)6 -750.449 56.199 -13.3534 < 2.2e-16 ***
## as.factor(HOD)7 -828.913 59.285 -13.9819 < 2.2e-16 ***
## as.factor(HOD)8 -875.842 60.520 -14.4720 < 2.2e-16 ***
## as.factor(HOD)9 -891.413 61.740 -14.4382 < 2.2e-16 ***
## as.factor(HOD)10 -894.449 62.058 -14.4131 < 2.2e-16 ***
## as.factor(HOD)11 -880.020 61.529 -14.3024 < 2.2e-16 ***
## as.factor(HOD)12 -829.842 59.119 -14.0369 < 2.2e-16 ***
## as.factor(HOD)13 -697.627 53.981 -12.9235 < 2.2e-16 ***
## as.factor(HOD)14 -509.270 47.680 -10.6810 < 2.2e-16 ***
## as.factor(HOD)15 -364.127 49.968 -7.2872 3.164e-13 ***
## as.factor(HOD)16 -230.270 65.603 -3.5101 0.000448 ***
## as.factor(HOD)17 -188.556 53.173 -3.5461 0.000391 ***
## as.factor(HOD)18 -155.092 52.958 -2.9286 0.003405 **
## as.factor(HOD)19 -118.877 54.026 -2.2004 0.027779 *
## as.factor(HOD)20 -38.270 57.188 -0.6692 0.503369
## as.factor(HOD)21 40.444 62.536 0.6467 0.517803
## as.factor(HOD)22 90.444 68.306 1.3241 0.185473
## as.factor(HOD)23 59.230 68.633 0.8630 0.388140
## as.factor(DOW)2 31.813 29.540 1.0769 0.281513
## as.factor(DOW)3 59.500 26.414 2.2526 0.024287 *
## as.factor(DOW)4 57.979 27.174 2.1337 0.032871 *
## as.factor(DOW)5 -51.515 24.648 -2.0900 0.036617 *
## as.factor(DOW)6 -33.156 26.030 -1.2738 0.202743
## as.factor(DOW)7 59.125 26.765 2.2091 0.027170 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## [1] "xtkcall"
## [1] "xabcall"
## [1] "2016-11-17/blue/content change"
## [1] "getregdfdid - sdate:2016-11-17/blue/content change sregdate:2016-11-10 eregdate:2016-11-24"
## [1] "2016-11-17"
## [1] 146 460
## [1] "scutidx:146" "scutidx:460"
## dt HOD DOW
## Min. :2016-11-10 00:00:00 Min. : 0.00 Min. :1.000
## 1st Qu.:2016-11-14 05:00:00 1st Qu.: 5.00 1st Qu.:2.000
## Median :2016-11-17 11:30:00 Median :11.50 Median :4.000
## Mean :2016-11-17 06:44:19 Mean :11.48 Mean :4.089
## 3rd Qu.:2016-11-20 18:00:00 3rd Qu.:17.00 3rd Qu.:6.000
## Max. :2016-11-24 00:00:00 Max. :23.00 Max. :7.000
## series rate_calls D1 idx
## Length:628 Min. : 8.0 Min. :0.0 Min. : 1.0
## Class :character 1st Qu.: 100.5 1st Qu.:0.0 1st Qu.:157.8
## Mode :character Median : 371.5 Median :0.5 Median :314.5
## Mean : 456.5 Mean :0.5 Mean :314.5
## 3rd Qu.: 683.0 3rd Qu.:1.0 3rd Qu.:471.2
## Max. :1481.0 Max. :1.0 Max. :628.0
## D2 DD
## Min. :0.000 Min. :0.0000
## 1st Qu.:0.000 1st Qu.:0.0000
## Median :1.000 Median :0.0000
## Mean :0.535 Mean :0.2675
## 3rd Qu.:1.000 3rd Qu.:1.0000
## Max. :1.000 Max. :1.0000
##
## z test of coefficients:
##
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 1009.1234 47.2942 21.3371 < 2.2e-16 ***
## D1 -384.9315 19.1843 -20.0650 < 2.2e-16 ***
## D2 13.4039 20.2336 0.6625 0.507679
## DD -5.3602 25.8360 -0.2075 0.835644
## as.factor(HOD)1 -71.9737 52.9318 -1.3597 0.173911
## as.factor(HOD)2 -215.5891 46.0180 -4.6849 2.801e-06 ***
## as.factor(HOD)3 -383.3199 41.0447 -9.3391 < 2.2e-16 ***
## as.factor(HOD)4 -506.5507 41.9943 -12.0624 < 2.2e-16 ***
## as.factor(HOD)5 -624.3584 43.4774 -14.3605 < 2.2e-16 ***
## as.factor(HOD)6 -731.2814 47.7009 -15.3306 < 2.2e-16 ***
## as.factor(HOD)7 -783.5507 51.0673 -15.3435 < 2.2e-16 ***
## as.factor(HOD)8 -808.6660 52.5286 -15.3948 < 2.2e-16 ***
## as.factor(HOD)9 -816.8199 53.0217 -15.4054 < 2.2e-16 ***
## as.factor(HOD)10 -808.5122 52.8584 -15.2958 < 2.2e-16 ***
## as.factor(HOD)11 -805.1660 52.9396 -15.2091 < 2.2e-16 ***
## as.factor(HOD)12 -739.2430 49.9902 -14.7878 < 2.2e-16 ***
## as.factor(HOD)13 -613.8584 45.0837 -13.6160 < 2.2e-16 ***
## as.factor(HOD)14 -423.8584 39.7008 -10.6763 < 2.2e-16 ***
## as.factor(HOD)15 -316.4353 41.6798 -7.5921 3.149e-14 ***
## as.factor(HOD)16 -278.6654 49.5248 -5.6268 1.836e-08 ***
## as.factor(HOD)17 -173.7677 44.7186 -3.8858 0.000102 ***
## as.factor(HOD)18 -151.7677 46.8245 -3.2412 0.001190 **
## as.factor(HOD)19 -108.9985 47.8167 -2.2795 0.022637 *
## as.factor(HOD)20 -63.6908 49.4545 -1.2879 0.197793
## as.factor(HOD)21 16.7707 54.1083 0.3099 0.756601
## as.factor(HOD)22 60.7323 57.4398 1.0573 0.290365
## as.factor(HOD)23 39.2707 58.5442 0.6708 0.502355
## as.factor(DOW)2 11.0659 29.5999 0.3738 0.708517
## as.factor(DOW)3 18.9513 28.9261 0.6552 0.512364
## as.factor(DOW)4 45.0034 29.7438 1.5130 0.130271
## as.factor(DOW)5 -22.8163 27.9535 -0.8162 0.414374
## as.factor(DOW)6 15.6388 28.5090 0.5486 0.583311
## as.factor(DOW)7 77.1784 29.6986 2.5987 0.009357 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
DOD Results
| idx | title | model | formula | chgDate | chgVal | chgCoef.fit | chgCoef.smry | chgStd.smry | chgZval.cfit | chgPval.cfit | s |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Xbox - Hourly Chats | model-did | chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | -1.090746 | -1.090746 | 5.208227 | -0.2093403 | 0.8341826 | | |
| 2 | Xbox - Hourly Chats | model-did | chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 13.050545 | 13.050545 | 4.750224 | 2.7504895 | 0.0059506 | | ** |
| 3 | Xbox - Hourly Chats | model-did | chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -12.602071 | -12.602071 | 5.121924 | -2.4585385 | 0.0139504 | | * |
| 4 | Xbox - Hourly Chats | model-did | chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -14.844428 | -14.844428 | 5.152242 | -2.8793901 | 0.0039845 | | ** |
| 5 | Xbox - Hourly Chats | model-did | chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | 5.633562 | 5.633562 | 5.501670 | 1.0140484 | 0.3105597 | | |
| 6 | Xbox - log(Hourly Chats) | model-did | log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | -1.090746 | -1.090746 | 5.208227 | -0.2093403 | 0.8341826 | | |
| 7 | Xbox - log(Hourly Chats) | model-did | log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 13.050545 | 13.050545 | 4.750224 | 2.7504895 | 0.0059506 | | ** |
| 8 | Xbox - log(Hourly Chats) | model-did | log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -12.602071 | -12.602071 | 5.121924 | -2.4585385 | 0.0139504 | | * |
| 9 | Xbox - log(Hourly Chats) | model-did | log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -14.844428 | -14.844428 | 5.152242 | -2.8793901 | 0.0039845 | | ** |
| 10 | Xbox - log(Hourly Chats) | model-did | log_chatss ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | 5.633562 | 5.633562 | 5.501670 | 1.0140484 | 0.3105597 | | |
| 11 | Xbox - Hourly Chat Rate per Session | model-did | rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | -1.090746 | -1.090746 | 5.208227 | -0.2093403 | 0.8341826 | | |
| 12 | Xbox - Hourly Chat Rate per Session | model-did | rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 13.050545 | 13.050545 | 4.750224 | 2.7504895 | 0.0059506 | | ** |
| 13 | Xbox - Hourly Chat Rate per Session | model-did | rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -12.602071 | -12.602071 | 5.121924 | -2.4585385 | 0.0139504 | | * |
| 14 | Xbox - Hourly Chat Rate per Session | model-did | rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -14.844428 | -14.844428 | 5.152242 | -2.8793901 | 0.0039845 | | ** |
| 15 | Xbox - Hourly Chat Rate per Session | model-did | rate_chats ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | 5.633562 | 5.633562 | 5.501670 | 1.0140484 | 0.3105597 | | |
| 16 | Xbox - Hourly Calls | model-did | calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | 5.716532 | 5.716532 | 28.984000 | 0.1965471 | 0.8441820 | | |
| 17 | Xbox - Hourly Calls | model-did | calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 2.027091 | 2.027091 | 26.967272 | 0.0751457 | 0.9400988 | | |
| 18 | Xbox - Hourly Calls | model-did | calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -46.050366 | -46.050366 | 26.053854 | -1.7669203 | 0.0772416 | | . |
| 19 | Xbox - Hourly Calls | model-did | calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -40.479149 | -40.479149 | 29.908676 | -1.3534429 | 0.1759142 | | |
| 20 | Xbox - Hourly Calls | model-did | calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | -5.360160 | -5.360160 | 25.776554 | -0.2074683 | 0.8356441 | | |
| 21 | Xbox - log(Hourly Calls) | model-did | log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | 5.716532 | 5.716532 | 28.984000 | 0.1965471 | 0.8441820 | | |
| 22 | Xbox - log(Hourly Calls) | model-did | log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 2.027091 | 2.027091 | 26.967272 | 0.0751457 | 0.9400988 | | |
| 23 | Xbox - log(Hourly Calls) | model-did | log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -46.050366 | -46.050366 | 26.053854 | -1.7669203 | 0.0772416 | | . |
| 24 | Xbox - log(Hourly Calls) | model-did | log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -40.479149 | -40.479149 | 29.908676 | -1.3534429 | 0.1759142 | | |
| 25 | Xbox - log(Hourly Calls) | model-did | log_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | -5.360160 | -5.360160 | 25.776554 | -0.2074683 | 0.8356441 | | |
| 26 | Xbox - Hourly Call Rate per Session | model-did | rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-11 | 0_10 | 5.716532 | 5.716532 | 28.984000 | 0.1965471 | 0.8441820 | | |
| 27 | Xbox - Hourly Call Rate per Session | model-did | rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-10-18 | 10_30 | 2.027091 | 2.027091 | 26.967272 | 0.0751457 | 0.9400988 | | |
| 28 | Xbox - Hourly Call Rate per Session | model-did | rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-01 | 30_50 | -46.050366 | -46.050366 | 26.053854 | -1.7669203 | 0.0772416 | | . |
| 29 | Xbox - Hourly Call Rate per Session | model-did | rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-12-15 | 50_90 | -40.479149 | -40.479149 | 29.908676 | -1.3534429 | 0.1759142 | | |
| 30 | Xbox - Hourly Call Rate per Session | model-did | rate_calls ~ D1 + D2 + DD + as.factor(HOD) + as.factor(DOW) | 2016-11-17 | content change | -5.360160 | -5.360160 | 25.776554 | -0.2074683 | 0.8356441 | | |
Done
## [1] "Version 0.3 created on 29 Apr 2017 - 17:28:12 took 50.7 secs"